Intro to R

Set up

Go ahead and run this:

install.packages("tidyverse")

R and R-studio basics

Loading Packages

  • Like Python, R is open source and easily extensible.

  • install.packages() installs a package.

  • You only need to install a package once, but you need to load the package each time you restart R.

  • Unlike Python, you will generally load the whole package with library(packagename)

library(tidyverse) # this is really a collection of packages.

Loading Packages

In some scenarios, I may want to access a package function without loading the entire package. I can do this using the :: function.

For instance, this code would use the backtick function from the glue package, without loading the glue package into memory.

glue::backtick("adding some backticks")
[1] "`adding some backticks`"

Assignment with <-

In R, you’ll frequently see the <- used instead of = to assign variables.

x <- 10

The = still works, but is less common.

x = 10

Try it out: loading data from a URL

Run these commands to import a sample from the National Health and Nutrition Examination Survey from a github repo:

library(tidyverse)
nhanes<-read_csv("https://raw.githubusercontent.com/Neilblund/SDSB340-Spring-2026/refs/heads/master/Data/nhanes.csv")

Note on this data

Caution

For the sake of simplicity, this version of NHANES has been re-sampled to be more-or-less representative of the target population.

In practice, NHANES, like most surveys, uses a complex survey design and requires weighting to get responses that can be generalized to the U.S. public.

All this is to say: if you use this code to analyze actual NHANES data that you download from the CDC, you’ll get incorrect results. We’ll talk about how to do this properly in a later class.

Viewing data

Once you’ve imported the data, you should see it appear in the upper-right hand “Environment” pane of R-Studio.

Click on the name in the environment pane to bring up a view of the data.

Saving a script

  • Go to File -> New File -> R script or press CTRL + SHIFT + N to open a new R script.

  • Paste the commands you just used into the window.

  • Add a comment to the script by adding a “#” followed by some text.

  • Save it by pressing CTRL + S, or using the file menu.

Executing commands

  • Restart R, open your script and then press CTRL + ENTER to execute a line of code.

  • Or, execute the entire script by pressing CTRL + SHIFT + ENTER

  • Ideally, you should aim to write scripts that you can execute in order without errors.

Indexing

Positional Indexing

R uses 1 based indexing instead of 0 based indexing like Python:

# indexing a vector in python
vec = ["first", "second", "third", "fourth"]

vec[0]
'first'
# indexing a vector in R
vec <- c("first", "second", "third", "fourth")

vec[1]
[1] "first"

Logical Indexing

R also allows indexing with a boolean (TRUE/FALSE) vector.

# make a vector
vec <- c(1 ,2 ,3 , 4)

# TRUE for all elements > 2
vec >2
[1] FALSE FALSE  TRUE  TRUE
# Returning all elements greater than 2

vec[vec>2]
[1] 3 4

Logical operators

R’s logical operators are very similar to Python’s:

vec <- c(1 ,2 ,3 , 4)

vec == 1 | vec ==2
[1]  TRUE  TRUE FALSE FALSE
vec > 2 & vec < 4
[1] FALSE FALSE  TRUE FALSE
vec!=3
[1]  TRUE  TRUE FALSE  TRUE
vec %in% c(2, 4)
[1] FALSE  TRUE FALSE  TRUE

Name based indexing

For R objects that have a “names” attribute, we can also use name-based indexing:

vec<-c("A" = 1, "B" = 2, "C" = 3)

vec["B"]
B 
2 

Data frame indexing

In most cases, we’ll store tabular data in a data frame (or a tibble, which is a close relative):

nhanes
# A tibble: 10,000 × 76
      ID SurveyYr Gender   Age AgeDecade AgeMonths Race1 Race3 Education   
   <dbl> <chr>    <chr>  <dbl> <chr>         <dbl> <chr> <chr> <chr>       
 1 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 2 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 3 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 4 51625 2009_10  male       4 0-9              49 Other <NA>  <NA>        
 5 51630 2009_10  female    49 40-49           596 White <NA>  Some College
 6 51638 2009_10  male       9 0-9             115 White <NA>  <NA>        
 7 51646 2009_10  male       8 0-9             101 White <NA>  <NA>        
 8 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
 9 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
10 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
# ℹ 9,990 more rows
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
#   Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
#   Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
#   BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
#   BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
#   BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>, …

Note that we have a mixture of text and numbers here.

Data frame indexing

We can access specific cells of this data frame by specifying a row and colum number data[rowindex, columnindex]

# first row, third column:
nhanes[1, 3]
# A tibble: 1 × 1
  Gender
  <chr> 
1 male  

Data frame indexing

Leaving the row index blank will return an entire column:

nhanes[,1]
# A tibble: 10,000 × 1
      ID
   <dbl>
 1 51624
 2 51624
 3 51624
 4 51625
 5 51630
 6 51638
 7 51646
 8 51647
 9 51647
10 51647
# ℹ 9,990 more rows

Leaving the column index blank would return the entire row:

nhanes[1,]
# A tibble: 1 × 76
     ID SurveyYr Gender   Age AgeDecade AgeMonths Race1 Race3 Education  
  <dbl> <chr>    <chr>  <dbl> <chr>         <dbl> <chr> <chr> <chr>      
1 51624 2009_10  male      34 30-39           409 White <NA>  High School
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
#   Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
#   Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
#   BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
#   BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
#   BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>,
#   TotChol <dbl>, UrineVol1 <dbl>, UrineFlow1 <dbl>, UrineVol2 <dbl>, …

Data frame indexing

More often, we’ll access data frame columns using the column name with the $ notation.

For instance, this would give us the entire marital status column:

nhanes$MaritalStatus
    [1] "Married"      "Married"      "Married"      NA            
    [5] "LivePartner"  NA             NA             "Married"     
    [9] "Married"      "Married"      "Married"      "Divorced"    
   [13] "Married"      NA             "Married"      "NeverMarried"
   [17] NA             "Married"      "Married"      NA            
   [21] "Married"      "Married"      "Married"      "Divorced"    
   [25] "Divorced"     "Married"      NA             "Separated"   
   [29] "Married"      "Married"      "Widowed"      "Married"     
   [33] "Widowed"      "Widowed"      "Married"      "Married"     
   [37] "Married"      NA             NA             NA            
   [41] NA             NA             NA             NA            
   [45] "LivePartner"  "Married"      "NeverMarried" "Married"     
   [49] "Married"      "NeverMarried" "NeverMarried" NA            
   [53] NA             "Married"      "NeverMarried" "Widowed"     
   [57] NA             "Married"      "Married"      "Married"     
   [61] NA             NA             "NeverMarried" "Married"     
   [65] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
   [69] NA             NA             NA             "Widowed"     
   [73] "Widowed"      NA             "LivePartner"  "Married"     
   [77] "Married"      "Married"      "NeverMarried" "Married"     
   [81] "Married"      "Married"      "Married"      "Married"     
   [85] "Married"      "Married"      NA             NA            
   [89] NA             "Married"      "Married"      NA            
   [93] "NeverMarried" "NeverMarried" "Widowed"      "Married"     
   [97] "Married"      NA             NA             NA            
  [101] "Married"      "Married"      "Married"      "Married"     
  [105] "Married"      "Married"      "Married"      "Married"     
  [109] "Married"      NA             "Married"      "Married"     
  [113] "Married"      "Divorced"     "Married"      "Widowed"     
  [117] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
  [121] "Married"      NA             "Divorced"     "Separated"   
  [125] "Married"      "Married"      "Divorced"     "Widowed"     
  [129] NA             "NeverMarried" "Married"      "Married"     
  [133] "Married"      "Married"      "Married"      "Married"     
  [137] "NeverMarried" NA             "Married"      "Married"     
  [141] "Married"      "Married"      "Married"      "NeverMarried"
  [145] "Married"      "Married"      "Married"      "Married"     
  [149] "Widowed"      "Married"      "Married"      "Married"     
  [153] NA             NA             "Married"      "Married"     
  [157] "Married"      "Married"      "LivePartner"  "Married"     
  [161] NA             "Married"      "Married"      "Widowed"     
  [165] "Married"      NA             "Married"      "Married"     
  [169] "Married"      "Married"      "Married"      "Married"     
  [173] "Married"      NA             "Married"      "Married"     
  [177] "NeverMarried" NA             "Married"      "Married"     
  [181] "Married"      "Married"      "Married"      "Widowed"     
  [185] "Widowed"      NA             "Married"      "Married"     
  [189] "Married"      "Married"      NA             "NeverMarried"
  [193] "NeverMarried" "Married"      "LivePartner"  NA            
  [197] "Married"      "Married"      "Married"      NA            
  [201] "Married"      NA             NA             "Married"     
  [205] "Married"      "Married"      "Widowed"      NA            
  [209] "Divorced"     NA             "Married"      "Married"     
  [213] "Married"      "Married"      NA             "LivePartner" 
  [217] "LivePartner"  "Married"      "Married"      "NeverMarried"
  [221] "NeverMarried" "Married"      "Widowed"      NA            
  [225] "Married"      "Married"      NA             "Married"     
  [229] "Married"      "Married"      NA             NA            
  [233] NA             "Widowed"      "Married"      "LivePartner" 
  [237] "LivePartner"  NA             "Married"      "Married"     
  [241] "Married"      "Widowed"      "Widowed"      "Married"     
  [245] "Married"      NA             "Married"      NA            
  [249] "Married"      "Married"      "Married"      "Married"     
  [253] "Married"      "Separated"    "Divorced"     "Divorced"    
  [257] "Divorced"     "Married"      "Divorced"     "Separated"   
  [261] NA             "Married"      "Married"      "Divorced"    
  [265] "Married"      NA             "Married"      NA            
  [269] "LivePartner"  "LivePartner"  "Married"      "LivePartner" 
  [273] NA             "Separated"    "Married"      NA            
  [277] NA             "Married"      "Married"      "Married"     
  [281] "NeverMarried" "Married"      "Married"      "NeverMarried"
  [285] "Married"      "Married"      "Married"      NA            
  [289] "Married"      "Married"      "Married"      "Married"     
  [293] "Married"      "NeverMarried" NA             "Married"     
  [297] "Married"      "Widowed"      "Widowed"      "Widowed"     
  [301] "Widowed"      "NeverMarried" "Married"      "Married"     
  [305] NA             "Married"      "Married"      "Married"     
  [309] "Divorced"     "Divorced"     "NeverMarried" "NeverMarried"
  [313] "NeverMarried" NA             "Widowed"      "Widowed"     
  [317] "Married"      NA             "NeverMarried" "Married"     
  [321] "NeverMarried" "NeverMarried" NA             "Widowed"     
  [325] "Married"      "Married"      "Married"      "Married"     
  [329] NA             NA             NA             "Married"     
  [333] "Married"      "NeverMarried" "Married"      "Married"     
  [337] "Married"      NA             NA             NA            
  [341] NA             "Married"      "Divorced"     "Married"     
  [345] "Married"      "Married"      NA             "Married"     
  [349] "Divorced"     "Married"      "NeverMarried" "Widowed"     
  [353] NA             "Married"      "Widowed"      "NeverMarried"
  [357] NA             "Married"      "Divorced"     "Divorced"    
  [361] "NeverMarried" NA             "NeverMarried" "Divorced"    
  [365] NA             "Married"      "Widowed"      "Married"     
  [369] "Married"      "Married"      "Married"      NA            
  [373] NA             "Divorced"     "Widowed"      "LivePartner" 
  [377] "NeverMarried" "Married"      NA             "LivePartner" 
  [381] "Married"      "Married"      "Married"      "NeverMarried"
  [385] "Divorced"     "NeverMarried" "Married"      "Married"     
  [389] "Married"      "NeverMarried" "Widowed"      "Widowed"     
  [393] NA             NA             NA             NA            
  [397] "Married"      "Married"      "Married"      "Married"     
  [401] "Married"      "NeverMarried" "NeverMarried" "Married"     
  [405] "Married"      "Married"      "NeverMarried" "Divorced"    
  [409] "Divorced"     "LivePartner"  NA             NA            
  [413] NA             NA             "Married"      "Married"     
  [417] "Married"      "Married"      "Married"      NA            
  [421] NA             NA             "NeverMarried" "NeverMarried"
  [425] "LivePartner"  NA             NA             "Married"     
  [429] "Married"      "Married"      "Married"      "NeverMarried"
  [433] "NeverMarried" "LivePartner"  NA             "Married"     
  [437] "Married"      "Married"      "Married"      "Widowed"     
  [441] "Married"      NA             NA             "Divorced"    
  [445] "Married"      "Married"      NA             NA            
  [449] NA             "Married"      "Married"      "Married"     
  [453] "Married"      "Married"      "Married"      NA            
  [457] NA             "Married"      "Married"      "Married"     
  [461] "NeverMarried" "Married"      "Married"      "Married"     
  [465] NA             "LivePartner"  "NeverMarried" "LivePartner" 
  [469] "NeverMarried" "Married"      "Divorced"     "Divorced"    
  [473] "Married"      "Widowed"      "Widowed"      NA            
  [477] "Married"      "Married"      "Married"      "Married"     
  [481] "Married"      "Married"      "Married"      "NeverMarried"
  [485] "NeverMarried" "NeverMarried" "Married"      "NeverMarried"
  [489] "Married"      "Married"      "LivePartner"  "LivePartner" 
  [493] NA             "LivePartner"  "LivePartner"  NA            
  [497] "Married"      "Widowed"      "Married"      "Married"     
  [501] "Married"      "Married"      "Married"      "Married"     
  [505] NA             NA             NA             NA            
  [509] NA             NA             "Married"      "Married"     
  [513] "Widowed"      "Married"      "NeverMarried" "Divorced"    
  [517] NA             NA             "Widowed"      NA            
  [521] NA             "Widowed"      "Married"      "Married"     
  [525] "Married"      "Married"      "Married"      "NeverMarried"
  [529] "Married"      NA             "Married"      "Married"     
  [533] NA             "NeverMarried" NA             NA            
  [537] NA             "Divorced"     "Married"      "Married"     
  [541] "LivePartner"  "Married"      "Married"      "Divorced"    
  [545] "Married"      "Married"      "Divorced"     NA            
  [549] "Married"      "Married"      "Married"      "LivePartner" 
  [553] "Married"      NA             NA             "Married"     
  [557] "NeverMarried" "Married"      "Married"      "NeverMarried"
  [561] "Married"      NA             "Married"      NA            
  [565] "Married"      "Married"      "Married"      "Married"     
  [569] "Married"      "Married"      NA             "NeverMarried"
  [573] "NeverMarried" "Married"      NA             "Married"     
  [577] NA             NA             NA             "Divorced"    
  [581] "Married"      "Widowed"      NA             NA            
  [585] "Married"      "Married"      "Separated"    NA            
  [589] "NeverMarried" "Divorced"     NA             NA            
  [593] "NeverMarried" "Married"      "Married"      "Married"     
  [597] "Widowed"      "Widowed"      "NeverMarried" "Married"     
  [601] "Married"      "NeverMarried" "NeverMarried" "Married"     
  [605] "Married"      "Married"      NA             "LivePartner" 
  [609] "Married"      "Married"      NA             "LivePartner" 
  [613] NA             "Separated"    "NeverMarried" "Married"     
  [617] "Married"      NA             NA             "Married"     
  [621] NA             NA             "NeverMarried" NA            
  [625] "NeverMarried" "Married"      NA             "NeverMarried"
  [629] "NeverMarried" NA             NA             "Married"     
  [633] "Married"      "Married"      NA             NA            
  [637] "Married"      "Married"      "NeverMarried" "Married"     
  [641] "Married"      "Married"      "Married"      NA            
  [645] NA             "NeverMarried" "NeverMarried" "NeverMarried"
  [649] NA             "NeverMarried" NA             "Married"     
  [653] "Married"      "Married"      "Married"      "Widowed"     
  [657] "Married"      "Married"      "Married"      "Married"     
  [661] "Married"      "Married"      "Widowed"      NA            
  [665] "LivePartner"  "Married"      NA             NA            
  [669] NA             NA             NA             "Divorced"    
  [673] NA             "NeverMarried" "NeverMarried" "NeverMarried"
  [677] "Divorced"     NA             NA             NA            
  [681] "Separated"    "Married"      "Married"      NA            
  [685] "Married"      "Married"      NA             NA            
  [689] NA             NA             "Married"      NA            
  [693] NA             NA             "Married"      "Married"     
  [697] "Married"      "Married"      "Widowed"      "Widowed"     
  [701] "Married"      "Married"      "Married"      NA            
  [705] NA             "NeverMarried" "LivePartner"  NA            
  [709] "LivePartner"  "Widowed"      NA             "Married"     
  [713] "Married"      "NeverMarried" "NeverMarried" "Married"     
  [717] "Widowed"      NA             "Married"      "Married"     
  [721] "Married"      "Married"      "Married"      "Married"     
  [725] "Married"      "Married"      "Married"      "Married"     
  [729] "NeverMarried" NA             "Married"      "Married"     
  [733] "NeverMarried" "NeverMarried" NA             NA            
  [737] NA             NA             "Married"      "Married"     
  [741] "Married"      NA             "NeverMarried" "NeverMarried"
  [745] "NeverMarried" "Separated"    "Separated"    NA            
  [749] NA             NA             "NeverMarried" "Separated"   
  [753] "Separated"    NA             NA             "Widowed"     
  [757] "Married"      NA             NA             "Divorced"    
  [761] "Married"      NA             NA             "Married"     
  [765] NA             "Married"      "Married"      "NeverMarried"
  [769] "Widowed"      NA             NA             "Married"     
  [773] NA             "Married"      "Married"      NA            
  [777] NA             NA             "Married"      "Separated"   
  [781] "LivePartner"  "LivePartner"  "Married"      "Married"     
  [785] NA             "Married"      "Married"      "Divorced"    
  [789] NA             NA             "Married"      "Married"     
  [793] "Married"      NA             NA             "LivePartner" 
  [797] "Widowed"      "Separated"    "Separated"    "Married"     
  [801] "Married"      "Married"      "Married"      "NeverMarried"
  [805] NA             "LivePartner"  "LivePartner"  "Divorced"    
  [809] "Married"      "LivePartner"  NA             NA            
  [813] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
  [817] NA             "Married"      "Married"      NA            
  [821] "LivePartner"  "LivePartner"  "LivePartner"  NA            
  [825] NA             NA             "Married"      "Married"     
  [829] NA             "NeverMarried" "NeverMarried" "Married"     
  [833] "Married"      "LivePartner"  "Divorced"     "Divorced"    
  [837] "Divorced"     NA             "Married"      "Married"     
  [841] NA             "NeverMarried" "NeverMarried" "NeverMarried"
  [845] NA             "Married"      "Married"      "Married"     
  [849] "Married"      "Married"      "Widowed"      "Married"     
  [853] "Married"      "Married"      "Married"      "Married"     
  [857] "LivePartner"  "LivePartner"  NA             NA            
  [861] "Married"      NA             "Married"      "Married"     
  [865] "Married"      NA             "NeverMarried" "Divorced"    
  [869] "Married"      NA             "NeverMarried" "NeverMarried"
  [873] NA             NA             "Divorced"     "Divorced"    
  [877] "Divorced"     "Married"      "Married"      "Married"     
  [881] "Married"      "Divorced"     NA             "Married"     
  [885] "Married"      "Married"      NA             "Divorced"    
  [889] "Divorced"     "Married"      NA             "Married"     
  [893] "Married"      "Married"      NA             NA            
  [897] "Married"      "Married"      NA             NA            
  [901] "Divorced"     "Married"      "NeverMarried" NA            
  [905] "Married"      "Married"      "Married"      "Married"     
  [909] "Married"      "LivePartner"  "Married"      NA            
  [913] "Married"      "Married"      "Married"      "Married"     
  [917] "Divorced"     "LivePartner"  "Widowed"      NA            
  [921] "Married"      "Married"      "NeverMarried" "NeverMarried"
  [925] "NeverMarried" NA             NA             "Married"     
  [929] "Married"      "Married"      "Married"      "Married"     
  [933] "Married"      NA             "Married"      "Married"     
  [937] "Married"      "Married"      "NeverMarried" "NeverMarried"
  [941] "NeverMarried" "Divorced"     "Married"      "Married"     
  [945] "Married"      "Married"      "Married"      NA            
  [949] NA             NA             NA             NA            
  [953] "Widowed"      "Married"      "Married"      NA            
  [957] "Married"      "Divorced"     "Married"      "Married"     
  [961] "Married"      "Widowed"      "Married"      NA            
  [965] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
  [969] "Divorced"     "Married"      "Widowed"      "LivePartner" 
  [973] NA             "Married"      NA             "Married"     
  [977] "NeverMarried" "NeverMarried" NA             "Divorced"    
  [981] NA             NA             NA             NA            
  [985] NA             NA             "Widowed"      "Married"     
  [989] "Married"      "NeverMarried" "Married"      NA            
  [993] "Widowed"      "Widowed"      NA             "Married"     
  [997] NA             "Married"      "Married"      "Married"     
 [1001] "Married"      "Married"      NA             NA            
 [1005] "Married"      "Married"      "Married"      NA            
 [1009] "Married"      "Married"      "Married"      NA            
 [1013] "NeverMarried" NA             "NeverMarried" "Divorced"    
 [1017] "Separated"    "Separated"    "Separated"    "Separated"   
 [1021] "NeverMarried" NA             "Married"      "Widowed"     
 [1025] "Separated"    "Married"      "Married"      "LivePartner" 
 [1029] "Married"      "NeverMarried" "NeverMarried" "LivePartner" 
 [1033] "LivePartner"  "Married"      "Married"      "Married"     
 [1037] "Divorced"     "NeverMarried" NA             NA            
 [1041] "Widowed"      "NeverMarried" "Married"      "Widowed"     
 [1045] "NeverMarried" "Divorced"     "Married"      "Married"     
 [1049] "Married"      "Married"      "Married"      "Married"     
 [1053] "Married"      NA             NA             "LivePartner" 
 [1057] NA             "Separated"    "NeverMarried" "NeverMarried"
 [1061] NA             NA             "NeverMarried" "Separated"   
 [1065] "Separated"    NA             NA             "Married"     
 [1069] NA             "Widowed"      NA             "Widowed"     
 [1073] "NeverMarried" NA             "Married"      "Divorced"    
 [1077] "Divorced"     "Married"      "Married"      NA            
 [1081] NA             "Married"      NA             "Married"     
 [1085] "Married"      "LivePartner"  "NeverMarried" "NeverMarried"
 [1089] NA             "Married"      "Married"      "NeverMarried"
 [1093] NA             NA             NA             NA            
 [1097] NA             NA             "Married"      "Married"     
 [1101] "Married"      "Divorced"     "NeverMarried" "NeverMarried"
 [1105] "NeverMarried" "Married"      "Married"      NA            
 [1109] "NeverMarried" "NeverMarried" NA             NA            
 [1113] NA             NA             "NeverMarried" "NeverMarried"
 [1117] "LivePartner"  NA             NA             NA            
 [1121] NA             "NeverMarried" "NeverMarried" "Married"     
 [1125] "NeverMarried" "Married"      "Married"      "Married"     
 [1129] "Married"      "Married"      "Married"      "Married"     
 [1133] "Married"      "Married"      "Married"      "Married"     
 [1137] "Married"      "Married"      NA             NA            
 [1141] "Divorced"     NA             NA             NA            
 [1145] "Married"      "Married"      "Married"      "LivePartner" 
 [1149] "LivePartner"  "LivePartner"  "Married"      "LivePartner" 
 [1153] "LivePartner"  "LivePartner"  "Married"      "NeverMarried"
 [1157] "Married"      "Widowed"      NA             "NeverMarried"
 [1161] "NeverMarried" "Married"      "Married"      "LivePartner" 
 [1165] "LivePartner"  "LivePartner"  "Divorced"     NA            
 [1169] NA             "Married"      "LivePartner"  "Married"     
 [1173] "Married"      NA             NA             "Separated"   
 [1177] "Divorced"     "Married"      NA             "Married"     
 [1181] "Married"      "Married"      "Married"      "Married"     
 [1185] "LivePartner"  NA             "Married"      "NeverMarried"
 [1189] NA             "NeverMarried" "NeverMarried" "Married"     
 [1193] "Married"      "Married"      "Divorced"     NA            
 [1197] NA             NA             NA             "Married"     
 [1201] "Married"      "Married"      "Married"      "NeverMarried"
 [1205] NA             NA             NA             "Married"     
 [1209] NA             NA             "Married"      "NeverMarried"
 [1213] "NeverMarried" NA             "Married"      "NeverMarried"
 [1217] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [1221] "Married"      NA             "Married"      "Married"     
 [1225] "Married"      "Married"      "Married"      NA            
 [1229] "Married"      "Married"      "Married"      "Married"     
 [1233] "Married"      "Married"      "NeverMarried" "Married"     
 [1237] "Married"      "NeverMarried" "Married"      "Married"     
 [1241] "Married"      "Married"      "Married"      NA            
 [1245] NA             NA             "Married"      "Married"     
 [1249] "Married"      "Married"      "Married"      "Married"     
 [1253] NA             "LivePartner"  NA             "NeverMarried"
 [1257] NA             NA             "Married"      "Married"     
 [1261] "Married"      "Married"      NA             NA            
 [1265] "Married"      "Married"      NA             "Widowed"     
 [1269] "Widowed"      "Widowed"      NA             NA            
 [1273] "Married"      NA             NA             "NeverMarried"
 [1277] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [1281] NA             "LivePartner"  "Married"      "Married"     
 [1285] NA             "NeverMarried" "NeverMarried" NA            
 [1289] NA             NA             "Married"      "Divorced"    
 [1293] "Married"      "Married"      "Married"      NA            
 [1297] "Separated"    NA             NA             NA            
 [1301] "NeverMarried" "Married"      "LivePartner"  "Married"     
 [1305] "Married"      "Married"      NA             "NeverMarried"
 [1309] NA             NA             NA             NA            
 [1313] NA             "Married"      NA             NA            
 [1317] NA             NA             "NeverMarried" NA            
 [1321] NA             "Married"      "Married"      NA            
 [1325] NA             "Married"      NA             "Separated"   
 [1329] NA             "Divorced"     "NeverMarried" "NeverMarried"
 [1333] "NeverMarried" NA             "Divorced"     NA            
 [1337] NA             "NeverMarried" NA             "LivePartner" 
 [1341] "LivePartner"  "LivePartner"  "LivePartner"  "Married"     
 [1345] NA             "Married"      "NeverMarried" "NeverMarried"
 [1349] "NeverMarried" "Married"      "Married"      "Married"     
 [1353] "Married"      "Married"      "Married"      "Married"     
 [1357] "Married"      "Widowed"      "Divorced"     "Divorced"    
 [1361] "Married"      "Married"      "Married"      "LivePartner" 
 [1365] "Divorced"     "Married"      "Married"      "Married"     
 [1369] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [1373] "Married"      "Divorced"     "Married"      "NeverMarried"
 [1377] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [1381] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [1385] "NeverMarried" "NeverMarried" NA             "Married"     
 [1389] "NeverMarried" "Married"      "NeverMarried" NA            
 [1393] "Married"      "Married"      "Married"      NA            
 [1397] "Married"      "Married"      "Married"      "Married"     
 [1401] "Married"      NA             "Married"      NA            
 [1405] NA             NA             NA             "Married"     
 [1409] "Married"      "Married"      "Married"      "LivePartner" 
 [1413] "LivePartner"  "Married"      "Married"      "Married"     
 [1417] "Married"      "Married"      NA             NA            
 [1421] NA             "Married"      "Married"      "Married"     
 [1425] "Married"      "Divorced"     "Divorced"     "Married"     
 [1429] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [1433] NA             NA             "Divorced"     "Married"     
 [1437] NA             "Divorced"     NA             "Married"     
 [1441] "Married"      NA             NA             "Married"     
 [1445] "Married"      "NeverMarried" NA             "Married"     
 [1449] "LivePartner"  "Married"      "LivePartner"  "Married"     
 [1453] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [1457] "Married"      "Married"      "Married"      "Married"     
 [1461] NA             "Married"      "Married"      "Married"     
 [1465] "Married"      "NeverMarried" NA             NA            
 [1469] NA             NA             NA             "Married"     
 [1473] "Married"      NA             "Married"      "Married"     
 [1477] "Married"      "Married"      "Married"      "Married"     
 [1481] NA             NA             NA             "NeverMarried"
 [1485] "Married"      NA             "Married"      "Divorced"    
 [1489] "Divorced"     "Married"      "Divorced"     "NeverMarried"
 [1493] NA             "Divorced"     "Married"      "Married"     
 [1497] "LivePartner"  "Married"      NA             "Married"     
 [1501] "Married"      "NeverMarried" NA             "Widowed"     
 [1505] "NeverMarried" NA             NA             NA            
 [1509] "LivePartner"  "LivePartner"  "Married"      NA            
 [1513] NA             "LivePartner"  NA             NA            
 [1517] "Married"      "Separated"    "Separated"    "Separated"   
 [1521] "Separated"    "Divorced"     "Divorced"     NA            
 [1525] "Divorced"     "Married"      "NeverMarried" "Divorced"    
 [1529] "Married"      "Married"      NA             "Married"     
 [1533] "Divorced"     "Divorced"     "Married"      NA            
 [1537] NA             "Married"      "Married"      "NeverMarried"
 [1541] "NeverMarried" "NeverMarried" NA             NA            
 [1545] NA             "Married"      "NeverMarried" "NeverMarried"
 [1549] "LivePartner"  "Divorced"     "NeverMarried" "Married"     
 [1553] "Married"      "Married"      NA             NA            
 [1557] NA             NA             "Divorced"     "Widowed"     
 [1561] NA             "Married"      "Married"      "LivePartner" 
 [1565] "LivePartner"  "LivePartner"  NA             "Married"     
 [1569] NA             NA             NA             NA            
 [1573] NA             "Divorced"     "Married"      "NeverMarried"
 [1577] "NeverMarried" NA             NA             "Married"     
 [1581] "Married"      "Married"      NA             "Married"     
 [1585] "Divorced"     NA             "Married"      NA            
 [1589] "Married"      "Married"      "Married"      "Married"     
 [1593] "Married"      "Married"      "Married"      "Married"     
 [1597] "Married"      "Married"      "Married"      "NeverMarried"
 [1601] "Married"      NA             NA             "Widowed"     
 [1605] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [1609] "Widowed"      "Widowed"      "Widowed"      NA            
 [1613] NA             NA             NA             "NeverMarried"
 [1617] "Married"      "Married"      "Married"      "Married"     
 [1621] "Married"      NA             NA             NA            
 [1625] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [1629] "Married"      "Married"      "Married"      "Married"     
 [1633] "Married"      "Married"      NA             NA            
 [1637] NA             NA             "Married"      "Married"     
 [1641] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [1645] "Married"      "Married"      "NeverMarried" "Married"     
 [1649] NA             "Divorced"     "Divorced"     "Divorced"    
 [1653] "NeverMarried" "Married"      "Married"      "Married"     
 [1657] NA             NA             NA             "Widowed"     
 [1661] "NeverMarried" "Divorced"     "LivePartner"  "LivePartner" 
 [1665] "NeverMarried" NA             NA             NA            
 [1669] NA             NA             NA             NA            
 [1673] NA             NA             NA             "Married"     
 [1677] "Married"      "Widowed"      "Widowed"      "Married"     
 [1681] "Married"      NA             "Married"      "Married"     
 [1685] "Divorced"     "NeverMarried" "NeverMarried" "Married"     
 [1689] "NeverMarried" "Divorced"     NA             NA            
 [1693] "Widowed"      "Widowed"      "Married"      NA            
 [1697] NA             NA             "NeverMarried" NA            
 [1701] "Married"      "Married"      "NeverMarried" "Married"     
 [1705] "Widowed"      "Widowed"      "Divorced"     "NeverMarried"
 [1709] "Married"      "Married"      "Married"      "Married"     
 [1713] "Married"      "Married"      NA             "Married"     
 [1717] "NeverMarried" "NeverMarried" "LivePartner"  "LivePartner" 
 [1721] "LivePartner"  "LivePartner"  "Divorced"     "Divorced"    
 [1725] "Divorced"     "Married"      "Married"      NA            
 [1729] NA             NA             NA             NA            
 [1733] "Married"      "Married"      "LivePartner"  "LivePartner" 
 [1737] NA             NA             NA             NA            
 [1741] NA             NA             NA             NA            
 [1745] "NeverMarried" "Married"      "NeverMarried" "NeverMarried"
 [1749] "NeverMarried" "Married"      "Married"      "Married"     
 [1753] NA             "LivePartner"  "LivePartner"  "NeverMarried"
 [1757] "NeverMarried" "NeverMarried" NA             "Married"     
 [1761] "Married"      "Married"      NA             "Married"     
 [1765] "Married"      "NeverMarried" "Married"      "Married"     
 [1769] "NeverMarried" NA             "Married"      NA            
 [1773] NA             "Widowed"      "Married"      "Married"     
 [1777] NA             "Married"      NA             "NeverMarried"
 [1781] "NeverMarried" "Married"      "Divorced"     NA            
 [1785] "Married"      "Married"      "Widowed"      "Widowed"     
 [1789] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [1793] "Married"      "Married"      "Married"      "Married"     
 [1797] "Married"      "Married"      "Married"      "Married"     
 [1801] NA             "Married"      "Divorced"     "Divorced"    
 [1805] NA             "LivePartner"  "Widowed"      NA            
 [1809] "Married"      "Married"      "Married"      "Married"     
 [1813] NA             "NeverMarried" "LivePartner"  NA            
 [1817] "Married"      "Married"      NA             "Married"     
 [1821] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [1825] NA             "Married"      "Married"      "Married"     
 [1829] NA             "NeverMarried" "Divorced"     NA            
 [1833] "LivePartner"  "Divorced"     "Divorced"     "Married"     
 [1837] "Married"      "Married"      "LivePartner"  NA            
 [1841] "NeverMarried" "NeverMarried" NA             NA            
 [1845] NA             "Married"      "NeverMarried" "NeverMarried"
 [1849] "Married"      NA             NA             "NeverMarried"
 [1853] "Married"      "Married"      "Married"      "Married"     
 [1857] "Married"      "LivePartner"  "Widowed"      "Divorced"    
 [1861] "Married"      NA             "Divorced"     "Divorced"    
 [1865] NA             NA             "LivePartner"  NA            
 [1869] NA             "NeverMarried" "Widowed"      "Divorced"    
 [1873] "NeverMarried" NA             NA             NA            
 [1877] "LivePartner"  "Separated"    NA             NA            
 [1881] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [1885] "Married"      NA             "NeverMarried" "Divorced"    
 [1889] "Married"      NA             NA             NA            
 [1893] "LivePartner"  "Married"      "Married"      "Married"     
 [1897] NA             "Married"      "Married"      "Married"     
 [1901] "Married"      "Married"      "Married"      NA            
 [1905] "LivePartner"  "LivePartner"  "LivePartner"  "Married"     
 [1909] "Married"      "Married"      "Married"      NA            
 [1913] "NeverMarried" NA             "Married"      "Married"     
 [1917] "Married"      "Married"      "Married"      "Married"     
 [1921] "NeverMarried" NA             "Separated"    "Separated"   
 [1925] "Married"      NA             NA             NA            
 [1929] NA             NA             NA             "NeverMarried"
 [1933] "Married"      "Married"      "Married"      "Married"     
 [1937] "LivePartner"  "LivePartner"  "LivePartner"  "Separated"   
 [1941] "NeverMarried" "NeverMarried" NA             "Married"     
 [1945] "Married"      "Married"      "Married"      NA            
 [1949] NA             NA             NA             NA            
 [1953] NA             "Married"      "Widowed"      NA            
 [1957] "Married"      "Married"      "Widowed"      "Separated"   
 [1961] "Separated"    "Separated"    "Separated"    NA            
 [1965] "Married"      "NeverMarried" NA             "Married"     
 [1969] "Married"      "Married"      NA             NA            
 [1973] NA             "Married"      "Married"      "Married"     
 [1977] NA             NA             "Widowed"      "Married"     
 [1981] "Married"      "Married"      "Married"      "Married"     
 [1985] NA             "Married"      "Married"      "Married"     
 [1989] "Widowed"      "Divorced"     "NeverMarried" "NeverMarried"
 [1993] "NeverMarried" "Married"      NA             "Married"     
 [1997] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [2001] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [2005] "Married"      "Married"      "Married"      "Widowed"     
 [2009] NA             "Married"      "Married"      "Married"     
 [2013] NA             NA             "Divorced"     NA            
 [2017] NA             NA             "Married"      "Married"     
 [2021] NA             "Married"      "LivePartner"  "Divorced"    
 [2025] "Divorced"     NA             "NeverMarried" "NeverMarried"
 [2029] "NeverMarried" "NeverMarried" "NeverMarried" "Widowed"     
 [2033] "NeverMarried" NA             "Married"      "Married"     
 [2037] "Widowed"      NA             "Married"      "Married"     
 [2041] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [2045] "Married"      "Married"      "Married"      NA            
 [2049] "Married"      "NeverMarried" NA             NA            
 [2053] NA             "Separated"    "NeverMarried" "NeverMarried"
 [2057] NA             "NeverMarried" NA             NA            
 [2061] "Married"      "Married"      "Married"      "Married"     
 [2065] "Married"      "Married"      "Married"      "Married"     
 [2069] NA             "Married"      "Married"      "Married"     
 [2073] "Married"      "Married"      "Married"      "Married"     
 [2077] "Married"      "Married"      NA             NA            
 [2081] NA             "Married"      "Married"      "Married"     
 [2085] "Married"      "NeverMarried" NA             "LivePartner" 
 [2089] "NeverMarried" "NeverMarried" "Separated"    "NeverMarried"
 [2093] "Married"      "Married"      "LivePartner"  NA            
 [2097] NA             "Divorced"     "Divorced"     NA            
 [2101] NA             "Married"      "Divorced"     "Divorced"    
 [2105] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [2109] "Married"      "NeverMarried" "Married"      "Married"     
 [2113] NA             NA             NA             "LivePartner" 
 [2117] "LivePartner"  "Married"      "NeverMarried" "NeverMarried"
 [2121] "NeverMarried" "NeverMarried" NA             "Divorced"    
 [2125] "NeverMarried" "NeverMarried" "Divorced"     "Separated"   
 [2129] "Widowed"      "NeverMarried" "NeverMarried" "Widowed"     
 [2133] NA             NA             "LivePartner"  NA            
 [2137] "LivePartner"  NA             NA             "LivePartner" 
 [2141] "Married"      "Married"      "Married"      NA            
 [2145] "Married"      NA             "Divorced"     "LivePartner" 
 [2149] NA             "Divorced"     "Married"      NA            
 [2153] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [2157] NA             NA             "Divorced"     NA            
 [2161] NA             NA             NA             "NeverMarried"
 [2165] "NeverMarried" NA             NA             NA            
 [2169] "Married"      NA             NA             NA            
 [2173] "Married"      "Married"      NA             "Separated"   
 [2177] "Widowed"      NA             NA             "NeverMarried"
 [2181] "Married"      NA             "Married"      "Divorced"    
 [2185] NA             "Married"      "NeverMarried" "NeverMarried"
 [2189] "Married"      NA             "NeverMarried" "Divorced"    
 [2193] "Divorced"     "Married"      NA             NA            
 [2197] "Married"      "NeverMarried" NA             "Married"     
 [2201] "Married"      "Married"      "Married"      "Married"     
 [2205] NA             "LivePartner"  "NeverMarried" "Married"     
 [2209] "Divorced"     "Divorced"     "Divorced"     NA            
 [2213] "Married"      "Divorced"     NA             "Married"     
 [2217] NA             NA             "LivePartner"  "Married"     
 [2221] "LivePartner"  "Separated"    "Separated"    "Separated"   
 [2225] "NeverMarried" "Married"      "Separated"    "Married"     
 [2229] "Married"      "Married"      NA             NA            
 [2233] NA             NA             "Married"      NA            
 [2237] NA             NA             "Separated"    "Widowed"     
 [2241] "Widowed"      "Separated"    "Separated"    NA            
 [2245] "Married"      "Married"      "Married"      "Married"     
 [2249] "Married"      "Married"      "Married"      "LivePartner" 
 [2253] "LivePartner"  "Married"      NA             NA            
 [2257] NA             NA             NA             NA            
 [2261] NA             NA             NA             NA            
 [2265] "Married"      "Married"      "Married"      "LivePartner" 
 [2269] "Married"      "Married"      "Married"      "Married"     
 [2273] "Married"      NA             NA             "Married"     
 [2277] "NeverMarried" "NeverMarried" "Married"      "LivePartner" 
 [2281] "LivePartner"  NA             "Married"      NA            
 [2285] NA             NA             NA             "Married"     
 [2289] "Married"      NA             NA             "Married"     
 [2293] "Married"      NA             NA             "Married"     
 [2297] "Married"      "Married"      "Married"      "Divorced"    
 [2301] "Divorced"     "NeverMarried" "NeverMarried" "NeverMarried"
 [2305] NA             NA             NA             "NeverMarried"
 [2309] NA             "NeverMarried" NA             "Widowed"     
 [2313] "Married"      "Widowed"      "Widowed"      "Married"     
 [2317] "Married"      NA             NA             NA            
 [2321] "Married"      "Separated"    NA             "Married"     
 [2325] "LivePartner"  "Married"      "Married"      "Married"     
 [2329] "Married"      NA             "Divorced"     "Divorced"    
 [2333] "Married"      "NeverMarried" "LivePartner"  "NeverMarried"
 [2337] "Divorced"     "Married"      "Married"      "Married"     
 [2341] "LivePartner"  NA             "Married"      "Married"     
 [2345] "Married"      "Married"      "Married"      "NeverMarried"
 [2349] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [2353] "Widowed"      "Married"      "Married"      "Married"     
 [2357] "LivePartner"  "Divorced"     "Widowed"      NA            
 [2361] "Divorced"     "Divorced"     "Divorced"     "NeverMarried"
 [2365] NA             NA             "Married"      NA            
 [2369] NA             NA             "Divorced"     "Divorced"    
 [2373] NA             NA             "NeverMarried" "Divorced"    
 [2377] "Divorced"     "Married"      "Widowed"      "Widowed"     
 [2381] NA             "NeverMarried" "LivePartner"  "Married"     
 [2385] "Married"      "Separated"    "Married"      "Married"     
 [2389] "Widowed"      "Married"      "Married"      "Married"     
 [2393] "NeverMarried" "LivePartner"  "LivePartner"  NA            
 [2397] NA             "Married"      "NeverMarried" "Married"     
 [2401] NA             "NeverMarried" NA             NA            
 [2405] "NeverMarried" NA             NA             NA            
 [2409] "Married"      "Married"      "Married"      "Married"     
 [2413] "Married"      "Married"      NA             "Married"     
 [2417] NA             NA             "Divorced"     "Married"     
 [2421] "Married"      "Married"      "Married"      "Married"     
 [2425] NA             "LivePartner"  "Married"      "Married"     
 [2429] "Married"      "Widowed"      "NeverMarried" "NeverMarried"
 [2433] "NeverMarried" NA             "Married"      "Married"     
 [2437] "Married"      "Married"      NA             NA            
 [2441] NA             "Married"      "Married"      "LivePartner" 
 [2445] "LivePartner"  "Divorced"     NA             NA            
 [2449] NA             "LivePartner"  NA             "Married"     
 [2453] "Married"      "Married"      "Married"      "NeverMarried"
 [2457] "NeverMarried" "Married"      NA             "Widowed"     
 [2461] NA             NA             NA             NA            
 [2465] NA             "Married"      "Married"      NA            
 [2469] "Married"      "Widowed"      "Widowed"      "Married"     
 [2473] "NeverMarried" "Married"      "Married"      NA            
 [2477] "Married"      "Married"      NA             "NeverMarried"
 [2481] "Married"      "Married"      "Married"      "Married"     
 [2485] "Married"      "Married"      "Married"      "Married"     
 [2489] "Married"      NA             NA             NA            
 [2493] NA             NA             "Married"      "Married"     
 [2497] "Married"      "Married"      NA             "NeverMarried"
 [2501] "Widowed"      NA             "Divorced"     "Married"     
 [2505] "Married"      "Married"      "LivePartner"  "Married"     
 [2509] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [2513] "Divorced"     "Married"      NA             "LivePartner" 
 [2517] NA             "LivePartner"  "Widowed"      "Married"     
 [2521] NA             NA             "Divorced"     "Divorced"    
 [2525] "Married"      "Married"      "Married"      NA            
 [2529] "Divorced"     "Married"      NA             "Married"     
 [2533] NA             "Married"      "Married"      "Married"     
 [2537] "Married"      "Married"      "Married"      "Divorced"    
 [2541] NA             "Married"      NA             "NeverMarried"
 [2545] "Married"      "Married"      "Married"      "Married"     
 [2549] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [2553] "Married"      "Married"      "Married"      "Married"     
 [2557] NA             NA             "Married"      "Married"     
 [2561] "Married"      "NeverMarried" "NeverMarried" NA            
 [2565] "Married"      NA             "Married"      NA            
 [2569] NA             NA             NA             "Married"     
 [2573] NA             "Married"      "LivePartner"  "Divorced"    
 [2577] "Divorced"     "Married"      "NeverMarried" "Married"     
 [2581] NA             NA             NA             "Married"     
 [2585] "Married"      "Widowed"      NA             "Married"     
 [2589] "NeverMarried" "Divorced"     "Divorced"     "Divorced"    
 [2593] "Divorced"     NA             NA             NA            
 [2597] "Married"      "NeverMarried" "Widowed"      NA            
 [2601] "LivePartner"  "LivePartner"  "Married"      "Widowed"     
 [2605] "NeverMarried" "NeverMarried" "Married"      "LivePartner" 
 [2609] "LivePartner"  NA             "Married"      "Married"     
 [2613] "Married"      "LivePartner"  "Married"      "Married"     
 [2617] "LivePartner"  "Married"      "Married"      "Married"     
 [2621] "Married"      "LivePartner"  NA             NA            
 [2625] NA             "NeverMarried" NA             NA            
 [2629] NA             NA             "Married"      "Married"     
 [2633] NA             "Married"      "Married"      "Married"     
 [2637] "Married"      "Widowed"      "LivePartner"  "LivePartner" 
 [2641] "Married"      NA             "Married"      "Married"     
 [2645] "Married"      "Married"      "Married"      "Separated"   
 [2649] "Married"      "Married"      "Married"      "Married"     
 [2653] NA             NA             "Divorced"     "NeverMarried"
 [2657] "Married"      "Married"      "NeverMarried" "Married"     
 [2661] NA             NA             "Married"      "Married"     
 [2665] "Married"      "Married"      "Married"      "Divorced"    
 [2669] "Divorced"     "LivePartner"  "Married"      "Married"     
 [2673] "Married"      "Married"      NA             "Married"     
 [2677] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner" 
 [2681] "Married"      NA             "Married"      "Married"     
 [2685] "Married"      "Married"      NA             "Married"     
 [2689] "Married"      "Married"      "Married"      "Married"     
 [2693] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [2697] "Widowed"      NA             "LivePartner"  "NeverMarried"
 [2701] "Widowed"      "Separated"    NA             "Divorced"    
 [2705] "Married"      "Married"      "Married"      "Married"     
 [2709] "Married"      "Divorced"     "Married"      "Married"     
 [2713] "Married"      "Married"      "Married"      "Married"     
 [2717] "Married"      "Married"      "Married"      NA            
 [2721] NA             "Divorced"     "Married"      "Married"     
 [2725] "Married"      NA             "Married"      NA            
 [2729] "LivePartner"  "LivePartner"  "LivePartner"  "Married"     
 [2733] "Married"      "Married"      "Married"      "Married"     
 [2737] "Married"      "NeverMarried" NA             NA            
 [2741] "Widowed"      "Married"      "Married"      "NeverMarried"
 [2745] "NeverMarried" "NeverMarried" NA             NA            
 [2749] NA             NA             NA             "Married"     
 [2753] NA             "Separated"    NA             NA            
 [2757] NA             NA             NA             NA            
 [2761] NA             "LivePartner"  "LivePartner"  "Widowed"     
 [2765] "Widowed"      "Widowed"      "NeverMarried" "Married"     
 [2769] NA             NA             "Separated"    "Divorced"    
 [2773] NA             "Married"      "NeverMarried" "NeverMarried"
 [2777] "Married"      "Married"      "Married"      NA            
 [2781] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [2785] "NeverMarried" NA             NA             NA            
 [2789] "Married"      "LivePartner"  "LivePartner"  "Divorced"    
 [2793] NA             "Married"      "Married"      "Married"     
 [2797] "Married"      "Married"      "Married"      "Married"     
 [2801] "Married"      "Married"      "Widowed"      "Married"     
 [2805] NA             NA             "Widowed"      NA            
 [2809] "Married"      "Married"      NA             NA            
 [2813] "Married"      "Married"      "Separated"    "Married"     
 [2817] "Married"      NA             "Married"      "Married"     
 [2821] "Married"      NA             "Married"      "Married"     
 [2825] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [2829] "NeverMarried" "Married"      "NeverMarried" NA            
 [2833] NA             "Married"      "Married"      "Married"     
 [2837] "Married"      NA             "NeverMarried" "NeverMarried"
 [2841] "NeverMarried" "Separated"    "Married"      "Married"     
 [2845] "Married"      "Married"      NA             "NeverMarried"
 [2849] "Divorced"     "Divorced"     "Married"      "Married"     
 [2853] "Married"      NA             NA             "Married"     
 [2857] "Married"      "Divorced"     "Married"      "Married"     
 [2861] NA             NA             "Married"      "Divorced"    
 [2865] "Divorced"     "Married"      "Married"      "Married"     
 [2869] "NeverMarried" "Married"      "Divorced"     "Widowed"     
 [2873] "Married"      "Married"      NA             "Divorced"    
 [2877] "LivePartner"  NA             NA             NA            
 [2881] "NeverMarried" NA             NA             NA            
 [2885] "Divorced"     "Married"      "Married"      "Divorced"    
 [2889] NA             NA             NA             NA            
 [2893] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [2897] "Married"      "Married"      "Married"      "Widowed"     
 [2901] "Married"      "Married"      "Married"      "Married"     
 [2905] "Widowed"      "LivePartner"  "NeverMarried" "Married"     
 [2909] "Married"      "Divorced"     "Divorced"     "Divorced"    
 [2913] "Divorced"     "Divorced"     "Married"      "Married"     
 [2917] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [2921] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [2925] "Divorced"     "Married"      NA             NA            
 [2929] "NeverMarried" NA             "Married"      "Married"     
 [2933] NA             NA             "NeverMarried" "NeverMarried"
 [2937] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [2941] "NeverMarried" "Married"      "Divorced"     "Widowed"     
 [2945] "Married"      "Married"      "Married"      "Married"     
 [2949] NA             "LivePartner"  "Divorced"     "Divorced"    
 [2953] "Divorced"     "Divorced"     "LivePartner"  "LivePartner" 
 [2957] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [2961] "Married"      "Widowed"      "Married"      NA            
 [2965] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [2969] "Married"      "Married"      "Married"      "NeverMarried"
 [2973] NA             NA             NA             NA            
 [2977] NA             "Widowed"      "Married"      "Married"     
 [2981] "Married"      "Married"      NA             NA            
 [2985] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [2989] "Married"      "Married"      "Married"      "Married"     
 [2993] "Married"      NA             "Married"      "Married"     
 [2997] NA             "Married"      "Divorced"     "Divorced"    
 [3001] "Divorced"     NA             "NeverMarried" "Divorced"    
 [3005] "NeverMarried" "NeverMarried" NA             NA            
 [3009] "Married"      "Married"      "Divorced"     "Divorced"    
 [3013] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [3017] "NeverMarried" "Married"      "Married"      NA            
 [3021] "Divorced"     "Divorced"     "LivePartner"  "LivePartner" 
 [3025] "LivePartner"  "Widowed"      NA             "LivePartner" 
 [3029] "Married"      "Married"      "Divorced"     "Divorced"    
 [3033] NA             "NeverMarried" "Married"      "NeverMarried"
 [3037] NA             "Divorced"     "Married"      "Married"     
 [3041] "Divorced"     NA             NA             "Divorced"    
 [3045] "Married"      NA             "Married"      "Married"     
 [3049] "Married"      "Married"      NA             NA            
 [3053] NA             "Widowed"      "LivePartner"  "Separated"   
 [3057] "Married"      "Married"      NA             "Married"     
 [3061] "Married"      NA             NA             "Married"     
 [3065] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [3069] "Married"      NA             NA             NA            
 [3073] "NeverMarried" "Married"      NA             NA            
 [3077] NA             NA             "LivePartner"  "Married"     
 [3081] NA             "Married"      "Divorced"     "Married"     
 [3085] "Married"      "Married"      "Married"      "NeverMarried"
 [3089] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [3093] "NeverMarried" NA             NA             "NeverMarried"
 [3097] "Married"      NA             "Married"      "Married"     
 [3101] "Married"      "Married"      "Married"      "Married"     
 [3105] "Widowed"      "Widowed"      NA             NA            
 [3109] "Married"      "Married"      "Married"      "Married"     
 [3113] "Married"      NA             "Married"      "Widowed"     
 [3117] "Married"      "Widowed"      "Widowed"      NA            
 [3121] "Married"      NA             NA             "Married"     
 [3125] "Married"      "Married"      "Married"      "Married"     
 [3129] "Married"      "Widowed"      NA             "Married"     
 [3133] "Married"      "Married"      "Married"      "Divorced"    
 [3137] "Divorced"     "Divorced"     NA             "LivePartner" 
 [3141] "Married"      NA             "Married"      "Married"     
 [3145] "Married"      "Married"      "Married"      "Married"     
 [3149] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [3153] "Divorced"     "Married"      "Married"      "Married"     
 [3157] "Married"      "Married"      "Widowed"      "Married"     
 [3161] "Married"      "Married"      "LivePartner"  "Married"     
 [3165] NA             "Married"      "Married"      "NeverMarried"
 [3169] NA             NA             "Married"      "LivePartner" 
 [3173] NA             "Married"      "Married"      NA            
 [3177] NA             "Separated"    "Married"      "Married"     
 [3181] "Married"      NA             "Married"      "NeverMarried"
 [3185] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [3189] NA             "NeverMarried" "Married"      "Married"     
 [3193] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [3197] "Married"      NA             "Married"      "Married"     
 [3201] NA             "NeverMarried" "NeverMarried" NA            
 [3205] NA             NA             NA             "Married"     
 [3209] "Widowed"      "Married"      "Married"      "NeverMarried"
 [3213] NA             NA             "Married"      "Married"     
 [3217] "Widowed"      "LivePartner"  "Married"      "Married"     
 [3221] "Divorced"     "Married"      "Widowed"      "Married"     
 [3225] "Married"      "Divorced"     "Divorced"     "Divorced"    
 [3229] "Divorced"     NA             NA             NA            
 [3233] "Divorced"     "Divorced"     "Married"      NA            
 [3237] NA             "Widowed"      "Married"      "Married"     
 [3241] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [3245] "Married"      NA             "Married"      "NeverMarried"
 [3249] "Widowed"      "Married"      "Married"      "Separated"   
 [3253] NA             "Married"      "Married"      NA            
 [3257] NA             NA             NA             NA            
 [3261] NA             NA             "Married"      "Separated"   
 [3265] NA             NA             "Widowed"      NA            
 [3269] "Married"      NA             "Divorced"     "Married"     
 [3273] NA             "LivePartner"  "LivePartner"  "Married"     
 [3277] "Divorced"     "Married"      "Married"      "Married"     
 [3281] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [3285] "Divorced"     "Divorced"     "Married"      NA            
 [3289] NA             "Married"      "Widowed"      "LivePartner" 
 [3293] "NeverMarried" NA             NA             NA            
 [3297] "Divorced"     "Separated"    "Married"      "NeverMarried"
 [3301] "Married"      "Married"      NA             NA            
 [3305] "Married"      "NeverMarried" "Married"      "Married"     
 [3309] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [3313] "Married"      "Married"      NA             NA            
 [3317] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [3321] "Married"      NA             NA             "Married"     
 [3325] "Married"      NA             NA             NA            
 [3329] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [3333] NA             "NeverMarried" NA             "LivePartner" 
 [3337] "NeverMarried" "Divorced"     "Divorced"     NA            
 [3341] NA             "Married"      "Married"      "Married"     
 [3345] "Divorced"     NA             "Married"      "NeverMarried"
 [3349] "LivePartner"  "Married"      "Widowed"      "Married"     
 [3353] "Married"      "NeverMarried" "Married"      "LivePartner" 
 [3357] "NeverMarried" "Married"      NA             "Married"     
 [3361] "Married"      "Married"      NA             "Married"     
 [3365] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [3369] "Married"      "Married"      "Married"      NA            
 [3373] NA             "Married"      "Married"      "Widowed"     
 [3377] "Widowed"      "Married"      "Married"      NA            
 [3381] "Divorced"     "Widowed"      "LivePartner"  "LivePartner" 
 [3385] NA             "Married"      "Married"      "Married"     
 [3389] NA             "Married"      "Divorced"     "Widowed"     
 [3393] "Widowed"      "Divorced"     NA             NA            
 [3397] "Married"      NA             "Married"      "Separated"   
 [3401] "LivePartner"  "Widowed"      "Divorced"     "Divorced"    
 [3405] NA             NA             NA             "NeverMarried"
 [3409] "Widowed"      "Widowed"      "Married"      "Married"     
 [3413] "Married"      "Married"      "LivePartner"  "Widowed"     
 [3417] NA             "Married"      NA             "Married"     
 [3421] "NeverMarried" "Married"      "Married"      NA            
 [3425] "NeverMarried" "Married"      "Married"      "Married"     
 [3429] "NeverMarried" "Widowed"      "NeverMarried" NA            
 [3433] NA             NA             "Married"      "Married"     
 [3437] "Married"      "Married"      NA             NA            
 [3441] "Divorced"     "Divorced"     NA             "Married"     
 [3445] "Married"      "Married"      NA             "LivePartner" 
 [3449] NA             "Married"      NA             NA            
 [3453] "Married"      "Married"      "Married"      "Married"     
 [3457] "Married"      NA             "Divorced"     "Divorced"    
 [3461] NA             NA             NA             NA            
 [3465] NA             "Widowed"      "NeverMarried" "NeverMarried"
 [3469] NA             NA             NA             NA            
 [3473] NA             NA             "Married"      "Married"     
 [3477] "LivePartner"  "Divorced"     "Divorced"     "Divorced"    
 [3481] "Divorced"     "Widowed"      "Widowed"      "Married"     
 [3485] NA             "Married"      "Married"      "Married"     
 [3489] "Separated"    NA             "Married"      NA            
 [3493] "NeverMarried" "Widowed"      "Widowed"      NA            
 [3497] "Married"      "Married"      NA             NA            
 [3501] "Married"      "Widowed"      "NeverMarried" "NeverMarried"
 [3505] "Divorced"     "Divorced"     NA             "Widowed"     
 [3509] "Married"      "Separated"    NA             "Married"     
 [3513] "Married"      "Married"      NA             NA            
 [3517] "Married"      NA             "NeverMarried" NA            
 [3521] "LivePartner"  "Married"      NA             "Married"     
 [3525] "Married"      "Married"      "Married"      NA            
 [3529] NA             NA             NA             NA            
 [3533] NA             "Married"      "Married"      "Married"     
 [3537] "Married"      NA             NA             NA            
 [3541] NA             NA             "Married"      "Married"     
 [3545] NA             NA             "Married"      "Married"     
 [3549] "Married"      "Married"      "Married"      "Divorced"    
 [3553] "Married"      "Married"      NA             "Married"     
 [3557] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [3561] "Divorced"     NA             NA             "Married"     
 [3565] "Married"      "Married"      "NeverMarried" "Married"     
 [3569] "NeverMarried" "NeverMarried" "Widowed"      NA            
 [3573] "Separated"    NA             "NeverMarried" "NeverMarried"
 [3577] "NeverMarried" NA             "Married"      "NeverMarried"
 [3581] NA             NA             "LivePartner"  "LivePartner" 
 [3585] "Married"      "Married"      NA             "Widowed"     
 [3589] "Widowed"      "NeverMarried" "NeverMarried" "Married"     
 [3593] "Divorced"     "Separated"    "Married"      "Married"     
 [3597] NA             "Married"      "Married"      NA            
 [3601] "Married"      NA             NA             "Married"     
 [3605] "NeverMarried" NA             "Married"      NA            
 [3609] NA             "Widowed"      "Married"      "Married"     
 [3613] "Married"      "Married"      "Married"      NA            
 [3617] "Widowed"      "Married"      "Married"      "Married"     
 [3621] "Married"      "Divorced"     "NeverMarried" NA            
 [3625] NA             "NeverMarried" "LivePartner"  "Separated"   
 [3629] "NeverMarried" "NeverMarried" NA             NA            
 [3633] "Married"      "Married"      "Married"      NA            
 [3637] NA             "Married"      NA             "Married"     
 [3641] "Married"      "Married"      "Married"      "Married"     
 [3645] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [3649] "Married"      NA             "LivePartner"  "NeverMarried"
 [3653] "Married"      "Married"      NA             NA            
 [3657] NA             "NeverMarried" "NeverMarried" NA            
 [3661] "Divorced"     NA             NA             NA            
 [3665] NA             "Married"      "Married"      "Married"     
 [3669] "Married"      "Married"      "Married"      NA            
 [3673] NA             "NeverMarried" "NeverMarried" "Divorced"    
 [3677] "NeverMarried" "NeverMarried" NA             NA            
 [3681] "NeverMarried" "NeverMarried" "LivePartner"  "Divorced"    
 [3685] "Married"      "Married"      "Married"      "Married"     
 [3689] "Married"      "Married"      "Married"      "Married"     
 [3693] NA             NA             "Married"      "Married"     
 [3697] NA             "Widowed"      "Widowed"      "Married"     
 [3701] "Married"      NA             NA             NA            
 [3705] "NeverMarried" NA             "Married"      "Married"     
 [3709] "Married"      "Married"      "NeverMarried" NA            
 [3713] "Married"      "Married"      NA             NA            
 [3717] NA             "Widowed"      "Divorced"     "Divorced"    
 [3721] "Divorced"     NA             NA             "Married"     
 [3725] "Married"      "Married"      "Married"      NA            
 [3729] NA             "Married"      "Married"      "Married"     
 [3733] "LivePartner"  NA             NA             "Divorced"    
 [3737] "Widowed"      NA             NA             "Married"     
 [3741] NA             NA             NA             "Married"     
 [3745] "NeverMarried" "Married"      "Married"      "Married"     
 [3749] "NeverMarried" "Married"      "LivePartner"  "LivePartner" 
 [3753] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [3757] "LivePartner"  "Married"      "Married"      "Married"     
 [3761] "Married"      "NeverMarried" "NeverMarried" NA            
 [3765] NA             NA             NA             "NeverMarried"
 [3769] NA             "NeverMarried" "NeverMarried" "Married"     
 [3773] "Divorced"     "Divorced"     NA             "Married"     
 [3777] NA             "NeverMarried" NA             NA            
 [3781] "Married"      "Married"      NA             NA            
 [3785] NA             "LivePartner"  "LivePartner"  "Married"     
 [3789] NA             "Married"      "Married"      "Married"     
 [3793] "Married"      "NeverMarried" "Married"      "Divorced"    
 [3797] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [3801] "NeverMarried" NA             NA             NA            
 [3805] "Married"      "Married"      "Married"      "Married"     
 [3809] "Married"      "Married"      "NeverMarried" "Divorced"    
 [3813] "Separated"    "Separated"    "Married"      "NeverMarried"
 [3817] "Widowed"      "Widowed"      "Widowed"      NA            
 [3821] "NeverMarried" "NeverMarried" NA             "NeverMarried"
 [3825] "Divorced"     NA             NA             "Married"     
 [3829] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [3833] "Married"      "Married"      NA             NA            
 [3837] NA             "Divorced"     "Divorced"     "Divorced"    
 [3841] "Divorced"     "NeverMarried" "NeverMarried" "Married"     
 [3845] "Married"      "Married"      "Married"      "Married"     
 [3849] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [3853] "Married"      "Married"      "Married"      "NeverMarried"
 [3857] "NeverMarried" "Married"      "Married"      "Married"     
 [3861] NA             NA             NA             NA            
 [3865] NA             "Married"      "Married"      "Married"     
 [3869] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [3873] "NeverMarried" "Married"      "Married"      "Divorced"    
 [3877] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [3881] "NeverMarried" "Married"      "NeverMarried" "NeverMarried"
 [3885] "Married"      NA             NA             "Married"     
 [3889] NA             NA             "NeverMarried" "Married"     
 [3893] "Married"      "LivePartner"  NA             "NeverMarried"
 [3897] "Married"      NA             "Married"      "LivePartner" 
 [3901] "Divorced"     "Divorced"     "Married"      "Married"     
 [3905] NA             "Married"      "Married"      NA            
 [3909] "NeverMarried" "NeverMarried" NA             NA            
 [3913] "Married"      "Married"      NA             "Married"     
 [3917] "Married"      "Married"      NA             NA            
 [3921] "Married"      "Married"      "Married"      "Married"     
 [3925] "Widowed"      "Widowed"      "Married"      "Married"     
 [3929] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [3933] NA             "Married"      "Married"      "Married"     
 [3937] "Widowed"      "Widowed"      "Married"      "Widowed"     
 [3941] "Widowed"      "Married"      "Married"      "LivePartner" 
 [3945] NA             NA             "Married"      "Married"     
 [3949] "Married"      NA             "LivePartner"  "Married"     
 [3953] "Married"      "LivePartner"  "Separated"    "Married"     
 [3957] "Married"      NA             NA             "Married"     
 [3961] "Married"      "Married"      "Married"      "Married"     
 [3965] "Married"      "LivePartner"  NA             "Divorced"    
 [3969] "Married"      "Married"      "Married"      "Married"     
 [3973] NA             "Separated"    "NeverMarried" "NeverMarried"
 [3977] "NeverMarried" NA             "Married"      "LivePartner" 
 [3981] "Widowed"      NA             NA             NA            
 [3985] "Married"      NA             "LivePartner"  "Married"     
 [3989] "Married"      "Married"      "Separated"    "Separated"   
 [3993] "Separated"    "Separated"    "Married"      "LivePartner" 
 [3997] NA             NA             NA             "Married"     
 [4001] NA             NA             "Married"      "Married"     
 [4005] "NeverMarried" "NeverMarried" "Divorced"     NA            
 [4009] "Married"      NA             "Married"      "LivePartner" 
 [4013] "Married"      "Married"      NA             NA            
 [4017] "LivePartner"  NA             "Married"      "Married"     
 [4021] NA             NA             "Married"      "Married"     
 [4025] "Married"      "Widowed"      "LivePartner"  "Married"     
 [4029] NA             "Divorced"     "Divorced"     "Divorced"    
 [4033] NA             NA             "LivePartner"  "Married"     
 [4037] NA             "Married"      "Divorced"     "Widowed"     
 [4041] "Married"      "Married"      "Separated"    "Separated"   
 [4045] NA             NA             "Divorced"     "Divorced"    
 [4049] NA             "Married"      "Married"      "Married"     
 [4053] "Married"      NA             NA             "Married"     
 [4057] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [4061] NA             "Married"      "Married"      "Married"     
 [4065] "Married"      "Married"      "Married"      "Married"     
 [4069] "Married"      "Married"      "Married"      "LivePartner" 
 [4073] "Married"      "Married"      "Married"      "Widowed"     
 [4077] "Married"      "Married"      "Married"      "Married"     
 [4081] "Married"      NA             "Married"      "Married"     
 [4085] NA             NA             "NeverMarried" "Divorced"    
 [4089] NA             "Married"      NA             "Married"     
 [4093] "Married"      NA             NA             "Married"     
 [4097] NA             NA             NA             NA            
 [4101] "NeverMarried" NA             "LivePartner"  "Widowed"     
 [4105] "Married"      "Married"      "Married"      "Married"     
 [4109] "NeverMarried" "NeverMarried" NA             "Married"     
 [4113] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [4117] NA             "Married"      "NeverMarried" "NeverMarried"
 [4121] "Married"      "Married"      "Married"      NA            
 [4125] NA             NA             NA             NA            
 [4129] NA             "Married"      NA             NA            
 [4133] "Married"      "Married"      "Married"      "Married"     
 [4137] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [4141] "Married"      "Married"      "Married"      "Married"     
 [4145] "Divorced"     "Widowed"      NA             "Married"     
 [4149] "Married"      "Married"      NA             "Married"     
 [4153] "Married"      "Married"      "Married"      "Married"     
 [4157] "Married"      NA             NA             "Married"     
 [4161] "Married"      "Married"      NA             NA            
 [4165] "Married"      "Married"      "Married"      "Married"     
 [4169] "Married"      "Married"      "Married"      NA            
 [4173] "Married"      NA             NA             "Divorced"    
 [4177] "Divorced"     "Divorced"     "Divorced"     NA            
 [4181] "NeverMarried" "NeverMarried" "Married"      NA            
 [4185] "LivePartner"  "Married"      "Married"      "Married"     
 [4189] "Married"      "Married"      "Separated"    "Separated"   
 [4193] "Separated"    "Married"      "NeverMarried" "Married"     
 [4197] "Married"      NA             NA             NA            
 [4201] "NeverMarried" "Married"      "Separated"    "NeverMarried"
 [4205] NA             "Married"      "NeverMarried" "Married"     
 [4209] NA             "NeverMarried" NA             NA            
 [4213] NA             "Married"      "NeverMarried" NA            
 [4217] NA             "NeverMarried" "NeverMarried" "Married"     
 [4221] NA             "Married"      "Married"      "Married"     
 [4225] "NeverMarried" "NeverMarried" "Widowed"      "Married"     
 [4229] "Married"      "Married"      "Married"      NA            
 [4233] "Married"      "Married"      "Married"      "NeverMarried"
 [4237] "Married"      NA             NA             NA            
 [4241] "Married"      "Married"      "NeverMarried" NA            
 [4245] NA             "Married"      NA             NA            
 [4249] NA             "Married"      NA             NA            
 [4253] NA             NA             "LivePartner"  "LivePartner" 
 [4257] NA             "Married"      "Married"      "Widowed"     
 [4261] "Married"      "Married"      NA             "Married"     
 [4265] "Married"      NA             "Widowed"      "Married"     
 [4269] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [4273] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [4277] "LivePartner"  "NeverMarried" "Married"      NA            
 [4281] NA             NA             "NeverMarried" "NeverMarried"
 [4285] "NeverMarried" NA             NA             "LivePartner" 
 [4289] "LivePartner"  "LivePartner"  NA             "Married"     
 [4293] "Married"      NA             "Married"      NA            
 [4297] "Married"      NA             "Divorced"     "Divorced"    
 [4301] NA             "Widowed"      "LivePartner"  "LivePartner" 
 [4305] "NeverMarried" NA             NA             "Separated"   
 [4309] NA             NA             "Married"      "Married"     
 [4313] "Married"      NA             NA             NA            
 [4317] "Married"      "LivePartner"  NA             NA            
 [4321] "Divorced"     "Divorced"     "Divorced"     NA            
 [4325] NA             NA             "Divorced"     "Married"     
 [4329] "LivePartner"  "Divorced"     "Married"      NA            
 [4333] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [4337] "LivePartner"  "NeverMarried" "NeverMarried" "Married"     
 [4341] NA             "LivePartner"  "LivePartner"  "Married"     
 [4345] "Married"      "Divorced"     "Divorced"     "NeverMarried"
 [4349] "NeverMarried" "Married"      "Married"      "Married"     
 [4353] "Married"      NA             "NeverMarried" "NeverMarried"
 [4357] "NeverMarried" "NeverMarried" NA             "Divorced"    
 [4361] NA             NA             "Married"      "Married"     
 [4365] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [4369] "NeverMarried" NA             "Married"      "Married"     
 [4373] "Married"      "Married"      "Married"      "Widowed"     
 [4377] "Divorced"     NA             NA             NA            
 [4381] "Divorced"     "Divorced"     "Widowed"      "Widowed"     
 [4385] "Married"      "Married"      "Married"      "Married"     
 [4389] "Separated"    NA             "Married"      "Married"     
 [4393] NA             "LivePartner"  "LivePartner"  "NeverMarried"
 [4397] "Separated"    NA             NA             NA            
 [4401] NA             NA             "Married"      "Married"     
 [4405] "Married"      "Married"      "Married"      NA            
 [4409] NA             "Married"      "Married"      "Divorced"    
 [4413] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [4417] "Married"      "Married"      "Married"      "Married"     
 [4421] "Married"      NA             "LivePartner"  "Married"     
 [4425] "Married"      NA             "Married"      NA            
 [4429] NA             "Married"      "Separated"    "Married"     
 [4433] "Married"      "Married"      "Married"      "Married"     
 [4437] NA             "Married"      "NeverMarried" NA            
 [4441] "Married"      "Married"      NA             "Married"     
 [4445] "Married"      NA             NA             "NeverMarried"
 [4449] "Married"      "Married"      "Married"      "Married"     
 [4453] NA             NA             NA             NA            
 [4457] "LivePartner"  "Married"      NA             "Married"     
 [4461] "Married"      NA             NA             "Widowed"     
 [4465] NA             NA             NA             NA            
 [4469] NA             NA             "Married"      "Married"     
 [4473] "Married"      "Married"      NA             NA            
 [4477] "Separated"    "Separated"    NA             "Married"     
 [4481] NA             "NeverMarried" "Married"      "Married"     
 [4485] "NeverMarried" "Married"      "Separated"    "Married"     
 [4489] "Married"      "Married"      "Married"      "LivePartner" 
 [4493] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"    
 [4497] NA             "NeverMarried" "Married"      "Married"     
 [4501] "Married"      "Married"      "Married"      NA            
 [4505] "Married"      "Married"      "Married"      NA            
 [4509] "Married"      "Married"      "Married"      "Married"     
 [4513] NA             NA             NA             NA            
 [4517] NA             "Married"      "Married"      NA            
 [4521] "Married"      "Married"      "Married"      NA            
 [4525] NA             NA             "Married"      "Married"     
 [4529] "Married"      "NeverMarried" "Married"      "NeverMarried"
 [4533] "NeverMarried" NA             "NeverMarried" "Married"     
 [4537] "Married"      "Married"      "LivePartner"  "Married"     
 [4541] "Married"      "Married"      "Married"      NA            
 [4545] NA             "Married"      "Married"      NA            
 [4549] "Married"      "Divorced"     "Married"      "Married"     
 [4553] "Widowed"      "NeverMarried" "Married"      "Married"     
 [4557] "Widowed"      "Married"      "NeverMarried" "NeverMarried"
 [4561] "NeverMarried" "NeverMarried" NA             NA            
 [4565] "Married"      "Married"      NA             "Married"     
 [4569] "Separated"    "Married"      "Married"      "Married"     
 [4573] "LivePartner"  "Married"      "Married"      "Married"     
 [4577] "LivePartner"  "Married"      "Divorced"     "Divorced"    
 [4581] "Married"      "Married"      "Married"      "Married"     
 [4585] "Married"      NA             "Separated"    "Separated"   
 [4589] "NeverMarried" "NeverMarried" NA             NA            
 [4593] "Married"      "Married"      "Married"      "Married"     
 [4597] "Divorced"     "Married"      "Married"      "Married"     
 [4601] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [4605] "Widowed"      "Divorced"     "Divorced"     "Married"     
 [4609] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [4613] "LivePartner"  "Married"      "NeverMarried" "Divorced"    
 [4617] NA             NA             "LivePartner"  "Divorced"    
 [4621] NA             "Widowed"      NA             NA            
 [4625] NA             NA             "Married"      "Married"     
 [4629] "Married"      "Married"      NA             NA            
 [4633] "NeverMarried" NA             NA             NA            
 [4637] "Married"      "Married"      NA             NA            
 [4641] NA             "Married"      "Married"      NA            
 [4645] "Married"      NA             "Married"      "Married"     
 [4649] "Married"      "Married"      "Married"      "Married"     
 [4653] NA             "LivePartner"  "NeverMarried" "Married"     
 [4657] "LivePartner"  "Married"      "Married"      "Married"     
 [4661] "Married"      "Married"      "Married"      "NeverMarried"
 [4665] "Divorced"     "Divorced"     "Married"      "Married"     
 [4669] "Married"      "Married"      "Married"      NA            
 [4673] NA             "Married"      "Married"      NA            
 [4677] "Married"      NA             NA             "Married"     
 [4681] "Married"      "NeverMarried" "Married"      "Widowed"     
 [4685] "Widowed"      "Married"      "Married"      NA            
 [4689] NA             "Married"      NA             "NeverMarried"
 [4693] "LivePartner"  "LivePartner"  "Separated"    "Separated"   
 [4697] "Married"      "Separated"    "Separated"    "NeverMarried"
 [4701] "Widowed"      "Widowed"      "Divorced"     "NeverMarried"
 [4705] NA             "Married"      "NeverMarried" "NeverMarried"
 [4709] "NeverMarried" "NeverMarried" "Divorced"     "Married"     
 [4713] "Married"      "NeverMarried" NA             NA            
 [4717] NA             "Married"      NA             NA            
 [4721] NA             "Married"      "Married"      "Married"     
 [4725] NA             "NeverMarried" "Divorced"     "Divorced"    
 [4729] "Divorced"     "Married"      "NeverMarried" "Married"     
 [4733] "Married"      "Married"      "Married"      NA            
 [4737] "Married"      NA             "Divorced"     "Married"     
 [4741] "Married"      "LivePartner"  "Married"      NA            
 [4745] "NeverMarried" "NeverMarried" "Married"      NA            
 [4749] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [4753] "Married"      NA             "Married"      "Married"     
 [4757] "Married"      NA             "Married"      "Married"     
 [4761] "Married"      "Married"      NA             NA            
 [4765] "Married"      "Married"      NA             "NeverMarried"
 [4769] "NeverMarried" "Married"      "Married"      "Married"     
 [4773] "Married"      "Married"      "Married"      "Widowed"     
 [4777] "Married"      "Married"      "Married"      "Married"     
 [4781] "Married"      "NeverMarried" NA             "Married"     
 [4785] "Married"      "Married"      "Married"      "Married"     
 [4789] "Married"      "Married"      "NeverMarried" NA            
 [4793] "LivePartner"  "Separated"    "Separated"    NA            
 [4797] "Married"      "Married"      "Married"      "Married"     
 [4801] "LivePartner"  "Married"      "Married"      "Married"     
 [4805] "Married"      "Married"      "Married"      "Married"     
 [4809] "Married"      NA             NA             "NeverMarried"
 [4813] NA             "NeverMarried" "NeverMarried" "Divorced"    
 [4817] "Divorced"     "Widowed"      "Married"      "Married"     
 [4821] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner" 
 [4825] NA             "Married"      "Married"      "Married"     
 [4829] "Married"      "Divorced"     "NeverMarried" NA            
 [4833] "Divorced"     NA             "NeverMarried" "NeverMarried"
 [4837] NA             NA             NA             NA            
 [4841] NA             "Married"      "Married"      "Married"     
 [4845] "Divorced"     "Married"      NA             "Married"     
 [4849] "Married"      NA             "Divorced"     "Divorced"    
 [4853] "Divorced"     NA             NA             NA            
 [4857] "NeverMarried" "NeverMarried" NA             NA            
 [4861] "NeverMarried" NA             "Married"      "LivePartner" 
 [4865] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [4869] "NeverMarried" "NeverMarried" "Married"      "Widowed"     
 [4873] NA             NA             "Widowed"      "Married"     
 [4877] "Married"      "NeverMarried" "NeverMarried" NA            
 [4881] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [4885] "Married"      "Married"      "Married"      NA            
 [4889] NA             "Married"      NA             "Widowed"     
 [4893] "NeverMarried" "Widowed"      "Married"      "Married"     
 [4897] "Married"      "Married"      "Married"      NA            
 [4901] NA             NA             "Married"      NA            
 [4905] "Married"      "Married"      NA             NA            
 [4909] "Married"      NA             NA             "Married"     
 [4913] "Married"      "Married"      NA             "NeverMarried"
 [4917] "Married"      "Widowed"      "Married"      "Married"     
 [4921] "Married"      "NeverMarried" NA             "Separated"   
 [4925] "Married"      NA             "Married"      "Married"     
 [4929] "Married"      NA             NA             "NeverMarried"
 [4933] NA             "Divorced"     "Divorced"     "Divorced"    
 [4937] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [4941] NA             NA             NA             NA            
 [4945] NA             "NeverMarried" "NeverMarried" NA            
 [4949] "Married"      "Married"      "Divorced"     NA            
 [4953] "Married"      "Widowed"      NA             NA            
 [4957] "Married"      "NeverMarried" NA             "Married"     
 [4961] "NeverMarried" "NeverMarried" NA             "Married"     
 [4965] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [4969] "Married"      NA             "Married"      "Married"     
 [4973] NA             "Married"      NA             "Married"     
 [4977] "Married"      "Married"      "Widowed"      "Widowed"     
 [4981] NA             NA             NA             "Married"     
 [4985] "Married"      "Married"      "Married"      "Widowed"     
 [4989] "NeverMarried" "LivePartner"  "Married"      "Married"     
 [4993] "Married"      "Married"      NA             "Widowed"     
 [4997] "Married"      "Married"      NA             "Divorced"    
 [5001] NA             "NeverMarried" "Married"      "Married"     
 [5005] NA             "Married"      "Widowed"      "Married"     
 [5009] NA             NA             "LivePartner"  "LivePartner" 
 [5013] "LivePartner"  "LivePartner"  "NeverMarried" "NeverMarried"
 [5017] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [5021] "Separated"    NA             NA             "NeverMarried"
 [5025] "Married"      "Married"      "Married"      "Married"     
 [5029] "Married"      NA             NA             "Married"     
 [5033] "Married"      "Married"      "Married"      "Married"     
 [5037] "Married"      "Separated"    NA             "Married"     
 [5041] "Married"      NA             "NeverMarried" "NeverMarried"
 [5045] NA             NA             "Married"      NA            
 [5049] "Married"      "Divorced"     NA             NA            
 [5053] NA             NA             "Divorced"     "Widowed"     
 [5057] "Widowed"      "Married"      "Married"      NA            
 [5061] NA             "Married"      "Married"      "Widowed"     
 [5065] "Married"      "Married"      NA             NA            
 [5069] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [5073] "Married"      NA             "Married"      NA            
 [5077] "Married"      "Married"      NA             "Married"     
 [5081] "LivePartner"  "Married"      "Married"      "Married"     
 [5085] "Married"      NA             "Married"      "Married"     
 [5089] "Married"      "Married"      "Married"      NA            
 [5093] "Widowed"      "Married"      "Married"      "Divorced"    
 [5097] "Divorced"     "Divorced"     NA             NA            
 [5101] NA             "Married"      "Married"      "Married"     
 [5105] "Divorced"     "Married"      "Widowed"      "NeverMarried"
 [5109] "Divorced"     "NeverMarried" "Widowed"      "Widowed"     
 [5113] "Widowed"      "Married"      NA             NA            
 [5117] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [5121] "Married"      "Married"      "Married"      "Married"     
 [5125] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [5129] "Widowed"      "Married"      "Widowed"      "Widowed"     
 [5133] "NeverMarried" "Married"      "Married"      NA            
 [5137] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [5141] "NeverMarried" "NeverMarried" NA             "Married"     
 [5145] NA             NA             NA             NA            
 [5149] NA             NA             "Married"      "Married"     
 [5153] NA             "Married"      "Married"      "Married"     
 [5157] "Married"      NA             "Divorced"     "Divorced"    
 [5161] "NeverMarried" "Married"      "Married"      "Separated"   
 [5165] "Separated"    "LivePartner"  NA             NA            
 [5169] "Married"      "Married"      NA             "NeverMarried"
 [5173] "NeverMarried" NA             NA             NA            
 [5177] "Married"      "Married"      "Married"      "Married"     
 [5181] "Married"      "Married"      "Married"      "Married"     
 [5185] NA             "Divorced"     "Divorced"     "Married"     
 [5189] "NeverMarried" "Divorced"     "LivePartner"  "LivePartner" 
 [5193] "Married"      NA             "Widowed"      "Married"     
 [5197] NA             "Married"      "Married"      "Married"     
 [5201] "Married"      "Married"      "Married"      "LivePartner" 
 [5205] "LivePartner"  "LivePartner"  NA             NA            
 [5209] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [5213] "Married"      "Married"      "Married"      "Married"     
 [5217] NA             NA             NA             NA            
 [5221] NA             NA             NA             "NeverMarried"
 [5225] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [5229] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [5233] NA             NA             "Widowed"      "Married"     
 [5237] "Widowed"      "Widowed"      "Widowed"      "NeverMarried"
 [5241] "NeverMarried" "Married"      "Married"      "NeverMarried"
 [5245] "Married"      "Married"      "Widowed"      "Widowed"     
 [5249] "Widowed"      "Married"      "Married"      "NeverMarried"
 [5253] "Married"      "Married"      NA             "Widowed"     
 [5257] "Widowed"      "Widowed"      "Married"      "Divorced"    
 [5261] NA             NA             "NeverMarried" NA            
 [5265] "Married"      NA             NA             NA            
 [5269] "Married"      "Married"      NA             "Married"     
 [5273] "Married"      "NeverMarried" "Widowed"      "Married"     
 [5277] "Married"      NA             "Married"      "NeverMarried"
 [5281] NA             NA             NA             "Married"     
 [5285] "Married"      "Married"      "Married"      "Married"     
 [5289] "Married"      "Married"      NA             "Married"     
 [5293] "Married"      "Married"      "Married"      NA            
 [5297] NA             "Married"      "Married"      "Married"     
 [5301] "Married"      "Married"      NA             "Divorced"    
 [5305] "Married"      "NeverMarried" NA             NA            
 [5309] NA             "NeverMarried" "NeverMarried" NA            
 [5313] NA             NA             "LivePartner"  NA            
 [5317] NA             NA             NA             NA            
 [5321] "Married"      NA             "LivePartner"  "LivePartner" 
 [5325] NA             "Married"      "Married"      "Married"     
 [5329] "Married"      "Separated"    "Married"      NA            
 [5333] NA             NA             NA             "Married"     
 [5337] "Married"      "Married"      "Married"      "Married"     
 [5341] "Married"      "Married"      "Married"      "LivePartner" 
 [5345] "Married"      "Widowed"      NA             "NeverMarried"
 [5349] "LivePartner"  "Married"      "LivePartner"  "Married"     
 [5353] NA             "LivePartner"  NA             NA            
 [5357] NA             "Married"      "Married"      "NeverMarried"
 [5361] NA             "Divorced"     "Divorced"     "Divorced"    
 [5365] "Divorced"     "Married"      "Married"      "NeverMarried"
 [5369] NA             NA             NA             NA            
 [5373] "Divorced"     "Widowed"      NA             NA            
 [5377] NA             "Married"      "Married"      "Married"     
 [5381] "Married"      "Married"      "Married"      "Married"     
 [5385] NA             "Married"      "Married"      "Married"     
 [5389] NA             "Married"      "LivePartner"  "Married"     
 [5393] "Married"      "LivePartner"  "LivePartner"  NA            
 [5397] NA             NA             "NeverMarried" NA            
 [5401] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [5405] "Married"      "Married"      "Married"      "Married"     
 [5409] "Married"      "Married"      "Married"      "Widowed"     
 [5413] "NeverMarried" "Married"      NA             NA            
 [5417] "Married"      NA             NA             NA            
 [5421] NA             NA             NA             "NeverMarried"
 [5425] NA             NA             "Married"      "NeverMarried"
 [5429] "NeverMarried" NA             NA             NA            
 [5433] NA             "Married"      "Widowed"      NA            
 [5437] NA             NA             "Married"      "Married"     
 [5441] "Married"      "Married"      "Married"      "Married"     
 [5445] "Divorced"     "Married"      "Married"      "Married"     
 [5449] NA             NA             "Married"      "Married"     
 [5453] "Married"      "Married"      "Married"      "Widowed"     
 [5457] NA             "Married"      "Married"      "Married"     
 [5461] "Married"      "Married"      "LivePartner"  "LivePartner" 
 [5465] NA             "LivePartner"  "Married"      NA            
 [5469] "Separated"    "NeverMarried" "NeverMarried" "Separated"   
 [5473] NA             NA             NA             NA            
 [5477] NA             NA             "NeverMarried" "NeverMarried"
 [5481] NA             NA             NA             NA            
 [5485] NA             "Widowed"      NA             "Married"     
 [5489] "Married"      "NeverMarried" "LivePartner"  "LivePartner" 
 [5493] "LivePartner"  "Widowed"      NA             NA            
 [5497] NA             "Widowed"      "Widowed"      NA            
 [5501] NA             NA             "Married"      "Married"     
 [5505] "Married"      "Married"      "Married"      "Married"     
 [5509] "Married"      NA             NA             NA            
 [5513] NA             "Divorced"     "Divorced"     "Married"     
 [5517] NA             NA             NA             "Married"     
 [5521] "Married"      "Married"      "Separated"    "Separated"   
 [5525] "Widowed"      "LivePartner"  "Widowed"      NA            
 [5529] NA             NA             "Married"      "Married"     
 [5533] "Married"      "Married"      "Married"      "Married"     
 [5537] "Married"      "Married"      "Married"      NA            
 [5541] NA             "NeverMarried" NA             NA            
 [5545] "Married"      "Married"      NA             "Married"     
 [5549] "Married"      "Widowed"      "Divorced"     "NeverMarried"
 [5553] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [5557] "NeverMarried" "LivePartner"  "Married"      "Separated"   
 [5561] "Married"      "Married"      "Married"      "Married"     
 [5565] "Widowed"      "Married"      "Married"      NA            
 [5569] "Married"      "LivePartner"  "LivePartner"  "Married"     
 [5573] "Married"      "Divorced"     "Married"      "NeverMarried"
 [5577] "Divorced"     "Divorced"     "Married"      "Married"     
 [5581] NA             "NeverMarried" "NeverMarried" "LivePartner" 
 [5585] "NeverMarried" "NeverMarried" "Divorced"     "Married"     
 [5589] NA             "LivePartner"  "LivePartner"  "LivePartner" 
 [5593] NA             "Separated"    "Widowed"      "Widowed"     
 [5597] "Widowed"      "Widowed"      "NeverMarried" "NeverMarried"
 [5601] "Married"      "Married"      "Married"      "Married"     
 [5605] "Widowed"      "Married"      "Married"      "Married"     
 [5609] "Married"      "Married"      "Married"      "Married"     
 [5613] "Married"      "Married"      "Married"      NA            
 [5617] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [5621] "Divorced"     NA             "NeverMarried" "NeverMarried"
 [5625] "Married"      "Married"      "NeverMarried" "Married"     
 [5629] NA             NA             NA             NA            
 [5633] "Married"      "Married"      "Married"      "Married"     
 [5637] "Married"      "Married"      "Married"      "Divorced"    
 [5641] "Married"      "Married"      "Married"      NA            
 [5645] "Married"      "Married"      "Married"      "Widowed"     
 [5649] NA             "Widowed"      NA             NA            
 [5653] NA             "Separated"    "Married"      "Divorced"    
 [5657] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [5661] "Divorced"     "Married"      "Married"      "Married"     
 [5665] "Widowed"      "Widowed"      "Divorced"     "Divorced"    
 [5669] "Divorced"     "Widowed"      "Separated"    "Separated"   
 [5673] "Separated"    "LivePartner"  "LivePartner"  NA            
 [5677] "NeverMarried" "Married"      "Divorced"     NA            
 [5681] NA             NA             "Widowed"      "NeverMarried"
 [5685] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [5689] "NeverMarried" NA             "Married"      "Married"     
 [5693] NA             "NeverMarried" "Married"      "Married"     
 [5697] "Married"      NA             "Married"      "Married"     
 [5701] "Married"      "Married"      "Married"      "LivePartner" 
 [5705] "LivePartner"  "LivePartner"  "LivePartner"  "Married"     
 [5709] "NeverMarried" "NeverMarried" NA             NA            
 [5713] "Divorced"     "Married"      "Divorced"     "Married"     
 [5717] "Married"      NA             "Married"      "Married"     
 [5721] "Married"      "Divorced"     NA             "Married"     
 [5725] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [5729] "Married"      "Widowed"      "Married"      NA            
 [5733] NA             "NeverMarried" NA             NA            
 [5737] NA             "Married"      "Married"      "Married"     
 [5741] "LivePartner"  "Married"      NA             NA            
 [5745] "Divorced"     NA             "Married"      "Married"     
 [5749] NA             "Married"      "Married"      "Married"     
 [5753] "Married"      "Married"      NA             NA            
 [5757] NA             NA             NA             "Married"     
 [5761] "Married"      "NeverMarried" "LivePartner"  NA            
 [5765] NA             "Married"      "Married"      "NeverMarried"
 [5769] "Married"      "Married"      "NeverMarried" "Married"     
 [5773] "Married"      "NeverMarried" NA             NA            
 [5777] NA             "Married"      NA             "Married"     
 [5781] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [5785] "Married"      NA             "Married"      "Married"     
 [5789] "Married"      NA             "Married"      "Married"     
 [5793] "Married"      "Married"      "Married"      NA            
 [5797] NA             "Married"      "Married"      "Married"     
 [5801] NA             "LivePartner"  NA             NA            
 [5805] NA             NA             "Married"      "NeverMarried"
 [5809] "NeverMarried" "Married"      NA             "Widowed"     
 [5813] "Divorced"     "NeverMarried" "NeverMarried" "Married"     
 [5817] "Married"      NA             NA             NA            
 [5821] NA             NA             "NeverMarried" NA            
 [5825] NA             NA             NA             "Divorced"    
 [5829] "Divorced"     "Married"      "Married"      "LivePartner" 
 [5833] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [5837] "Separated"    "Married"      "Married"      "Married"     
 [5841] NA             "Divorced"     NA             "LivePartner" 
 [5845] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [5849] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [5853] "NeverMarried" "Married"      NA             NA            
 [5857] NA             NA             "Divorced"     "Divorced"    
 [5861] "Married"      NA             "Married"      "Married"     
 [5865] "Married"      "Married"      "Married"      "Married"     
 [5869] NA             "Married"      "Married"      "Married"     
 [5873] "Married"      "Married"      "Married"      "Married"     
 [5877] NA             NA             "Married"      "Divorced"    
 [5881] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [5885] "Divorced"     NA             NA             "LivePartner" 
 [5889] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [5893] NA             NA             NA             NA            
 [5897] NA             "LivePartner"  NA             NA            
 [5901] "LivePartner"  NA             "Divorced"     "NeverMarried"
 [5905] "Married"      "Married"      "Married"      "Married"     
 [5909] "Married"      "Married"      "Widowed"      NA            
 [5913] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [5917] "Married"      "Married"      "Divorced"     "Married"     
 [5921] "Married"      "Married"      NA             "Married"     
 [5925] "Married"      "Married"      "Married"      "Divorced"    
 [5929] "Divorced"     "Married"      NA             "NeverMarried"
 [5933] "NeverMarried" NA             NA             "Married"     
 [5937] "NeverMarried" "NeverMarried" NA             "Widowed"     
 [5941] NA             NA             NA             "Divorced"    
 [5945] "Married"      "Married"      "Separated"    "Separated"   
 [5949] "Married"      "Married"      "Married"      NA            
 [5953] "Married"      "Married"      "Married"      "Married"     
 [5957] "Separated"    "Married"      NA             NA            
 [5961] "NeverMarried" "Married"      "Married"      "Married"     
 [5965] "Married"      "Married"      "LivePartner"  "NeverMarried"
 [5969] "LivePartner"  "LivePartner"  NA             NA            
 [5973] "Married"      "Married"      "LivePartner"  NA            
 [5977] "Married"      "Married"      "Married"      "Married"     
 [5981] NA             "NeverMarried" NA             NA            
 [5985] NA             "Widowed"      "Married"      NA            
 [5989] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [5993] NA             "LivePartner"  "LivePartner"  "Married"     
 [5997] "Married"      "Divorced"     "NeverMarried" "NeverMarried"
 [6001] "LivePartner"  NA             "NeverMarried" "Married"     
 [6005] "Married"      "Married"      NA             NA            
 [6009] "LivePartner"  "Divorced"     "Divorced"     "NeverMarried"
 [6013] "NeverMarried" NA             "Married"      "Married"     
 [6017] "Married"      "Married"      NA             "LivePartner" 
 [6021] NA             "NeverMarried" "Married"      "Married"     
 [6025] "Married"      NA             "Married"      NA            
 [6029] NA             "Married"      NA             "Married"     
 [6033] "Married"      "Divorced"     NA             "NeverMarried"
 [6037] NA             NA             NA             NA            
 [6041] NA             NA             NA             NA            
 [6045] "Divorced"     "Married"      "Married"      "LivePartner" 
 [6049] "Widowed"      "Widowed"      "LivePartner"  "LivePartner" 
 [6053] "NeverMarried" NA             "LivePartner"  "LivePartner" 
 [6057] "LivePartner"  "LivePartner"  "Married"      NA            
 [6061] "Married"      "Married"      "Married"      "Married"     
 [6065] "Married"      "LivePartner"  "LivePartner"  "Married"     
 [6069] NA             NA             "Married"      "Widowed"     
 [6073] NA             NA             "Married"      "Married"     
 [6077] NA             "LivePartner"  "NeverMarried" "NeverMarried"
 [6081] "Married"      "Married"      "Married"      "Married"     
 [6085] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [6089] "NeverMarried" "NeverMarried" "Married"      NA            
 [6093] NA             "NeverMarried" "Married"      "Married"     
 [6097] "Married"      "Married"      "NeverMarried" NA            
 [6101] NA             "Divorced"     "Divorced"     "LivePartner" 
 [6105] NA             NA             "Married"      "LivePartner" 
 [6109] NA             "Divorced"     "Divorced"     "LivePartner" 
 [6113] NA             NA             NA             "Married"     
 [6117] "Married"      NA             NA             NA            
 [6121] NA             "Divorced"     "Separated"    "Widowed"     
 [6125] "Married"      "Married"      "Married"      "Married"     
 [6129] "Married"      "Married"      "Married"      "NeverMarried"
 [6133] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [6137] NA             NA             "Married"      "Married"     
 [6141] NA             "Married"      "LivePartner"  "LivePartner" 
 [6145] "LivePartner"  "NeverMarried" NA             "Married"     
 [6149] NA             "NeverMarried" NA             "NeverMarried"
 [6153] "NeverMarried" "NeverMarried" "Married"      "NeverMarried"
 [6157] "Divorced"     NA             "Married"      "Divorced"    
 [6161] "Married"      NA             "Divorced"     "NeverMarried"
 [6165] "NeverMarried" "Married"      "Separated"    "Separated"   
 [6169] NA             NA             NA             NA            
 [6173] "Divorced"     "Divorced"     "Divorced"     "NeverMarried"
 [6177] NA             "Divorced"     "Married"      "Married"     
 [6181] "Married"      "Widowed"      "Widowed"      "Married"     
 [6185] "Married"      "Married"      NA             "NeverMarried"
 [6189] NA             "Married"      "Married"      "Married"     
 [6193] "Married"      NA             "Married"      NA            
 [6197] NA             "Married"      "Married"      "NeverMarried"
 [6201] NA             "Married"      "NeverMarried" "LivePartner" 
 [6205] NA             NA             "NeverMarried" "Widowed"     
 [6209] NA             "LivePartner"  "LivePartner"  "NeverMarried"
 [6213] "Married"      "Married"      NA             "LivePartner" 
 [6217] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [6221] "NeverMarried" "NeverMarried" "Married"      "LivePartner" 
 [6225] "LivePartner"  "Married"      "Widowed"      "Widowed"     
 [6229] "Married"      "LivePartner"  "LivePartner"  "Divorced"    
 [6233] NA             "Married"      "LivePartner"  "LivePartner" 
 [6237] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [6241] "Married"      "Married"      "Married"      "Married"     
 [6245] NA             "Married"      "Married"      NA            
 [6249] NA             NA             "Married"      "Separated"   
 [6253] "Married"      NA             "Married"      "Married"     
 [6257] "Married"      NA             "Widowed"      "Married"     
 [6261] "Married"      "Married"      "Married"      NA            
 [6265] "Married"      "Married"      NA             "Married"     
 [6269] NA             "Married"      "LivePartner"  "LivePartner" 
 [6273] "Married"      "Married"      "NeverMarried" "Married"     
 [6277] "Married"      "Married"      "LivePartner"  "Widowed"     
 [6281] "Widowed"      "Married"      "NeverMarried" "Married"     
 [6285] "Married"      "Married"      "Married"      "Married"     
 [6289] NA             NA             NA             "NeverMarried"
 [6293] "Married"      NA             NA             "NeverMarried"
 [6297] "Married"      NA             "Married"      "Separated"   
 [6301] "Separated"    "Married"      "Married"      "Married"     
 [6305] "Married"      NA             NA             NA            
 [6309] "NeverMarried" "NeverMarried" NA             NA            
 [6313] "Married"      "Divorced"     NA             NA            
 [6317] NA             "Married"      "Married"      "Married"     
 [6321] "Married"      "Married"      "Married"      "LivePartner" 
 [6325] NA             "Married"      "Married"      "Married"     
 [6329] "Married"      "Married"      NA             NA            
 [6333] NA             "Married"      NA             NA            
 [6337] "NeverMarried" "LivePartner"  NA             "LivePartner" 
 [6341] "LivePartner"  "Married"      "Married"      "NeverMarried"
 [6345] "Married"      "Married"      NA             NA            
 [6349] NA             NA             "NeverMarried" "NeverMarried"
 [6353] NA             NA             NA             NA            
 [6357] NA             "Married"      "Married"      "Married"     
 [6361] NA             NA             "NeverMarried" "NeverMarried"
 [6365] "Married"      "Married"      "Married"      NA            
 [6369] "Married"      "Married"      "Married"      "Married"     
 [6373] "Married"      NA             NA             NA            
 [6377] "Married"      "Married"      "Married"      NA            
 [6381] "Married"      "Married"      NA             NA            
 [6385] NA             "NeverMarried" "Divorced"     "Divorced"    
 [6389] "Married"      "Married"      "Married"      "Married"     
 [6393] NA             NA             NA             NA            
 [6397] NA             NA             NA             NA            
 [6401] NA             "Divorced"     "Divorced"     "Divorced"    
 [6405] "Divorced"     "Married"      "Married"      "Married"     
 [6409] "Married"      "Divorced"     NA             "Widowed"     
 [6413] NA             "Widowed"      "Widowed"      "Married"     
 [6417] "Married"      "Married"      "Married"      "Married"     
 [6421] "Married"      "Married"      NA             "Married"     
 [6425] "Married"      "Married"      "Married"      "Married"     
 [6429] "Married"      "Married"      NA             "NeverMarried"
 [6433] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [6437] NA             NA             NA             NA            
 [6441] NA             NA             NA             NA            
 [6445] NA             "Married"      "Married"      "Married"     
 [6449] "NeverMarried" NA             NA             NA            
 [6453] NA             "NeverMarried" "Married"      "Married"     
 [6457] "Married"      "Married"      "Married"      "Married"     
 [6461] "Married"      NA             NA             "Married"     
 [6465] "Married"      NA             NA             "Widowed"     
 [6469] NA             "Married"      NA             NA            
 [6473] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [6477] "NeverMarried" "LivePartner"  "Married"      NA            
 [6481] NA             NA             NA             NA            
 [6485] NA             NA             "NeverMarried" NA            
 [6489] "Married"      "Married"      "Widowed"      "Widowed"     
 [6493] "Widowed"      "Widowed"      "Married"      "Married"     
 [6497] NA             "Married"      "Married"      NA            
 [6501] "Widowed"      "NeverMarried" "NeverMarried" "NeverMarried"
 [6505] "Married"      "Married"      "Married"      "Married"     
 [6509] "Widowed"      "NeverMarried" "NeverMarried" "NeverMarried"
 [6513] "NeverMarried" NA             "NeverMarried" NA            
 [6517] "Married"      NA             NA             NA            
 [6521] NA             NA             NA             "NeverMarried"
 [6525] NA             NA             "NeverMarried" "NeverMarried"
 [6529] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"    
 [6533] "Married"      "Married"      "Married"      "Married"     
 [6537] "Married"      "Married"      "Married"      "Married"     
 [6541] "NeverMarried" "Divorced"     "Divorced"     NA            
 [6545] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner" 
 [6549] NA             "Married"      "Married"      "Married"     
 [6553] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [6557] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [6561] NA             "Divorced"     "NeverMarried" NA            
 [6565] NA             "Married"      "Married"      "LivePartner" 
 [6569] NA             NA             "Divorced"     "Divorced"    
 [6573] NA             "Married"      "Married"      "NeverMarried"
 [6577] "Widowed"      NA             "NeverMarried" "NeverMarried"
 [6581] "NeverMarried" NA             "Divorced"     "LivePartner" 
 [6585] "LivePartner"  "Widowed"      NA             "Married"     
 [6589] "Married"      "NeverMarried" NA             "NeverMarried"
 [6593] NA             "LivePartner"  "LivePartner"  "NeverMarried"
 [6597] "Married"      NA             "Married"      "Married"     
 [6601] "Married"      "Married"      "Married"      "Married"     
 [6605] "Married"      "LivePartner"  NA             "Married"     
 [6609] NA             NA             "LivePartner"  "Divorced"    
 [6613] "Divorced"     NA             NA             "Married"     
 [6617] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [6621] "Widowed"      "NeverMarried" "NeverMarried" "NeverMarried"
 [6625] "NeverMarried" "Married"      "Married"      "Married"     
 [6629] NA             "Married"      "Married"      "Married"     
 [6633] "Married"      "Married"      "Married"      "Married"     
 [6637] NA             NA             NA             "Married"     
 [6641] "Married"      "Married"      NA             NA            
 [6645] "Married"      "Married"      NA             "Married"     
 [6649] "Married"      "Married"      "Married"      "Married"     
 [6653] NA             NA             NA             "NeverMarried"
 [6657] "Widowed"      "Widowed"      "Married"      NA            
 [6661] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [6665] "NeverMarried" "NeverMarried" "Married"      NA            
 [6669] "Widowed"      "Married"      "Widowed"      NA            
 [6673] NA             NA             NA             "Divorced"    
 [6677] "NeverMarried" NA             "Married"      "Married"     
 [6681] NA             NA             NA             NA            
 [6685] "Married"      "Married"      "Divorced"     "Divorced"    
 [6689] "Divorced"     "Divorced"     "Divorced"     NA            
 [6693] "Divorced"     "Married"      "NeverMarried" NA            
 [6697] NA             NA             NA             NA            
 [6701] "Married"      "Married"      "NeverMarried" "Married"     
 [6705] NA             "Married"      "Married"      "Married"     
 [6709] "Married"      NA             "Married"      NA            
 [6713] "Widowed"      "Divorced"     NA             NA            
 [6717] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [6721] NA             NA             NA             NA            
 [6725] NA             NA             NA             "NeverMarried"
 [6729] "LivePartner"  "NeverMarried" NA             NA            
 [6733] NA             NA             NA             "Separated"   
 [6737] "Separated"    "LivePartner"  "LivePartner"  "LivePartner" 
 [6741] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [6745] NA             NA             NA             "NeverMarried"
 [6749] NA             NA             NA             "Married"     
 [6753] "Married"      "Married"      "Married"      NA            
 [6757] NA             "Married"      "NeverMarried" "NeverMarried"
 [6761] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [6765] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [6769] NA             "Widowed"      "Widowed"      "Married"     
 [6773] "Divorced"     "NeverMarried" "NeverMarried" "Divorced"    
 [6777] "Divorced"     "Divorced"     "Married"      "Married"     
 [6781] "Married"      "Married"      "Married"      "Married"     
 [6785] "Married"      "Married"      "NeverMarried" NA            
 [6789] NA             "NeverMarried" NA             NA            
 [6793] NA             NA             NA             "Divorced"    
 [6797] "NeverMarried" "Married"      "Divorced"     "Divorced"    
 [6801] NA             NA             "Married"      "Married"     
 [6805] "Married"      "Married"      "Married"      "Married"     
 [6809] NA             NA             NA             NA            
 [6813] NA             "Divorced"     "Divorced"     "Divorced"    
 [6817] "Divorced"     "Divorced"     "Divorced"     "Separated"   
 [6821] "Widowed"      "Widowed"      NA             NA            
 [6825] NA             NA             NA             NA            
 [6829] NA             "LivePartner"  NA             "NeverMarried"
 [6833] NA             NA             "Widowed"      "Married"     
 [6837] "Married"      "Married"      "Married"      "LivePartner" 
 [6841] "NeverMarried" "Married"      "Married"      NA            
 [6845] NA             NA             NA             NA            
 [6849] "Married"      "Married"      "LivePartner"  "NeverMarried"
 [6853] "NeverMarried" NA             NA             "Married"     
 [6857] "Married"      "Married"      "NeverMarried" "LivePartner" 
 [6861] "Married"      "NeverMarried" "NeverMarried" "Divorced"    
 [6865] "Divorced"     "NeverMarried" "Married"      "NeverMarried"
 [6869] "Married"      "Married"      "Married"      "Married"     
 [6873] "Married"      "Married"      "Married"      NA            
 [6877] NA             NA             NA             NA            
 [6881] "Married"      "Married"      "Married"      NA            
 [6885] NA             "Widowed"      "Separated"    "NeverMarried"
 [6889] NA             NA             "NeverMarried" "NeverMarried"
 [6893] NA             "Married"      "Married"      "NeverMarried"
 [6897] "NeverMarried" NA             NA             "Divorced"    
 [6901] NA             NA             "Divorced"     "LivePartner" 
 [6905] "LivePartner"  "LivePartner"  "LivePartner"  "Married"     
 [6909] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [6913] "NeverMarried" "NeverMarried" "Widowed"      "Widowed"     
 [6917] NA             "Married"      "NeverMarried" "LivePartner" 
 [6921] NA             "Divorced"     "Divorced"     "Divorced"    
 [6925] "Married"      "Married"      "Married"      "Married"     
 [6929] "Married"      NA             NA             NA            
 [6933] NA             NA             NA             NA            
 [6937] NA             NA             "Separated"    "Married"     
 [6941] "NeverMarried" "Married"      NA             NA            
 [6945] NA             "Married"      "Married"      NA            
 [6949] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [6953] "NeverMarried" "NeverMarried" "Married"      "NeverMarried"
 [6957] "NeverMarried" "NeverMarried" "Divorced"     NA            
 [6961] "LivePartner"  NA             NA             "Married"     
 [6965] "Married"      NA             NA             NA            
 [6969] "Divorced"     "Married"      "Married"      "Married"     
 [6973] "Married"      "Married"      "LivePartner"  "Married"     
 [6977] "Married"      "Married"      "Married"      "Married"     
 [6981] "Married"      "Married"      NA             "LivePartner" 
 [6985] "Married"      NA             NA             "Divorced"    
 [6989] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [6993] "Married"      "Married"      "NeverMarried" "Married"     
 [6997] NA             "LivePartner"  NA             NA            
 [7001] "Married"      "Widowed"      "Married"      "NeverMarried"
 [7005] "NeverMarried" "Divorced"     "Married"      NA            
 [7009] "Married"      "LivePartner"  NA             "NeverMarried"
 [7013] "NeverMarried" NA             "Married"      "Married"     
 [7017] "Married"      "Married"      "Married"      "Married"     
 [7021] "Married"      "Married"      "Married"      NA            
 [7025] "NeverMarried" "NeverMarried" NA             NA            
 [7029] "LivePartner"  "Married"      "Married"      "Married"     
 [7033] "Married"      "Married"      "NeverMarried" NA            
 [7037] NA             NA             "Widowed"      "Widowed"     
 [7041] "Married"      NA             "Married"      "Married"     
 [7045] NA             NA             NA             NA            
 [7049] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [7053] "NeverMarried" NA             NA             "Married"     
 [7057] "Married"      "Married"      "Married"      "Married"     
 [7061] "Married"      "Married"      "Married"      "Married"     
 [7065] NA             "Divorced"     "Divorced"     "Divorced"    
 [7069] "Married"      NA             "Separated"    NA            
 [7073] "Married"      "Married"      "Married"      "Married"     
 [7077] "Married"      "Widowed"      "Widowed"      "NeverMarried"
 [7081] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [7085] "Widowed"      "Separated"    "LivePartner"  "NeverMarried"
 [7089] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [7093] "Married"      "Married"      NA             "NeverMarried"
 [7097] "NeverMarried" NA             NA             "Married"     
 [7101] "Married"      "Married"      "Married"      NA            
 [7105] "Married"      "Married"      "Married"      "NeverMarried"
 [7109] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [7113] "NeverMarried" "Married"      "Widowed"      "Widowed"     
 [7117] "Divorced"     "Divorced"     "Divorced"     "LivePartner" 
 [7121] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [7125] "LivePartner"  "LivePartner"  NA             "Married"     
 [7129] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [7133] "Married"      "Divorced"     "Divorced"     "Divorced"    
 [7137] "Divorced"     "Married"      "Married"      "Married"     
 [7141] NA             NA             "Married"      "LivePartner" 
 [7145] "Married"      "Married"      "Married"      "Married"     
 [7149] NA             "Married"      NA             NA            
 [7153] "Separated"    "Divorced"     "Divorced"     NA            
 [7157] NA             "Married"      "Married"      "Married"     
 [7161] "Divorced"     NA             "Widowed"      "Married"     
 [7165] NA             "NeverMarried" "LivePartner"  NA            
 [7169] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [7173] NA             "Married"      "Married"      "Married"     
 [7177] "Married"      "Married"      "Married"      "Married"     
 [7181] NA             NA             NA             "LivePartner" 
 [7185] NA             "Divorced"     "NeverMarried" "NeverMarried"
 [7189] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [7193] "NeverMarried" "LivePartner"  NA             "NeverMarried"
 [7197] "Married"      NA             NA             "Married"     
 [7201] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [7205] "NeverMarried" "Married"      "Divorced"     NA            
 [7209] NA             NA             "NeverMarried" NA            
 [7213] "Divorced"     NA             NA             "Married"     
 [7217] NA             NA             "NeverMarried" "NeverMarried"
 [7221] NA             NA             "Divorced"     "Married"     
 [7225] "Married"      "Widowed"      NA             "Married"     
 [7229] "Married"      "Married"      "Divorced"     "Divorced"    
 [7233] "Divorced"     "Divorced"     "Married"      "Married"     
 [7237] "Married"      "Married"      "Married"      "Married"     
 [7241] "Married"      "Married"      "Married"      "Married"     
 [7245] "Married"      "Married"      "Married"      "Married"     
 [7249] "Married"      "Married"      "Married"      "Married"     
 [7253] "Married"      "Married"      "Divorced"     "Divorced"    
 [7257] NA             "Divorced"     "Divorced"     "Divorced"    
 [7261] "Divorced"     "Married"      "Married"      "Married"     
 [7265] "Married"      "Married"      "Married"      NA            
 [7269] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [7273] "Married"      "Married"      "Married"      NA            
 [7277] NA             "Separated"    "LivePartner"  "LivePartner" 
 [7281] "Divorced"     "Married"      "Married"      "Married"     
 [7285] "Married"      "Married"      "Married"      "Married"     
 [7289] "Married"      "Married"      "Married"      "Married"     
 [7293] "Married"      "Married"      NA             "Married"     
 [7297] "Married"      "Married"      "Widowed"      NA            
 [7301] NA             NA             NA             NA            
 [7305] NA             "Married"      NA             NA            
 [7309] "Married"      "Married"      "Married"      "Married"     
 [7313] "Divorced"     "NeverMarried" "NeverMarried" "NeverMarried"
 [7317] "NeverMarried" "Married"      "Married"      NA            
 [7321] NA             "LivePartner"  "LivePartner"  "LivePartner" 
 [7325] "NeverMarried" NA             NA             NA            
 [7329] NA             "NeverMarried" "Married"      "Married"     
 [7333] NA             NA             NA             "Married"     
 [7337] "Divorced"     NA             "Married"      "Married"     
 [7341] "Married"      "Married"      "Married"      "Married"     
 [7345] "Married"      "Married"      NA             "NeverMarried"
 [7349] "Married"      NA             "Divorced"     NA            
 [7353] "Married"      "Married"      "LivePartner"  NA            
 [7357] NA             NA             "Married"      NA            
 [7361] NA             NA             "LivePartner"  "Married"     
 [7365] "LivePartner"  "NeverMarried" "Married"      "Married"     
 [7369] NA             NA             "LivePartner"  "NeverMarried"
 [7373] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [7377] NA             NA             "Married"      "Married"     
 [7381] "Married"      "Married"      "Married"      "Married"     
 [7385] "NeverMarried" NA             NA             NA            
 [7389] NA             NA             "Married"      "Married"     
 [7393] "Married"      "Married"      "Widowed"      NA            
 [7397] "NeverMarried" NA             NA             NA            
 [7401] "Married"      "Married"      "Married"      "Married"     
 [7405] "Married"      "Married"      "Married"      "Married"     
 [7409] "NeverMarried" "Married"      "NeverMarried" "NeverMarried"
 [7413] "NeverMarried" "Married"      NA             NA            
 [7417] NA             "Married"      "Married"      "Married"     
 [7421] "NeverMarried" "Married"      "Married"      "Married"     
 [7425] "Married"      NA             "Married"      "NeverMarried"
 [7429] "Married"      "Married"      "NeverMarried" NA            
 [7433] "Married"      NA             "Married"      "Married"     
 [7437] NA             NA             "Married"      "Married"     
 [7441] "Married"      "Married"      "Married"      "Married"     
 [7445] "Married"      "Married"      "Married"      "NeverMarried"
 [7449] "NeverMarried" "Married"      "Married"      "Married"     
 [7453] "Married"      "Married"      "Married"      "Married"     
 [7457] "Married"      "NeverMarried" NA             "NeverMarried"
 [7461] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [7465] NA             "Married"      NA             NA            
 [7469] "Married"      "Married"      "Married"      "Widowed"     
 [7473] "NeverMarried" "NeverMarried" NA             "Married"     
 [7477] "Married"      "NeverMarried" "Married"      "Divorced"    
 [7481] "Divorced"     NA             "LivePartner"  "LivePartner" 
 [7485] "LivePartner"  NA             "NeverMarried" NA            
 [7489] NA             "Married"      NA             "Married"     
 [7493] NA             NA             NA             NA            
 [7497] NA             NA             "Married"      "Married"     
 [7501] "Married"      NA             "Divorced"     "Divorced"    
 [7505] "Married"      "Married"      "Married"      "Separated"   
 [7509] "Married"      "Married"      NA             NA            
 [7513] "Married"      "Married"      "NeverMarried" NA            
 [7517] NA             NA             NA             NA            
 [7521] NA             NA             "NeverMarried" "NeverMarried"
 [7525] "NeverMarried" NA             "LivePartner"  "Widowed"     
 [7529] "NeverMarried" "NeverMarried" "LivePartner"  "LivePartner" 
 [7533] NA             NA             NA             NA            
 [7537] NA             "Married"      "Separated"    "LivePartner" 
 [7541] "LivePartner"  "Divorced"     "Divorced"     "Divorced"    
 [7545] "Divorced"     "Divorced"     "LivePartner"  "LivePartner" 
 [7549] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [7553] "Married"      "NeverMarried" "NeverMarried" "Married"     
 [7557] "Married"      "Married"      "NeverMarried" NA            
 [7561] NA             "NeverMarried" NA             NA            
 [7565] NA             NA             NA             "NeverMarried"
 [7569] NA             NA             "Married"      "LivePartner" 
 [7573] "Married"      "Married"      "Married"      "Married"     
 [7577] "Married"      "Married"      "Married"      "Married"     
 [7581] "NeverMarried" "NeverMarried" NA             "NeverMarried"
 [7585] NA             NA             NA             "NeverMarried"
 [7589] "LivePartner"  "Married"      "NeverMarried" "NeverMarried"
 [7593] "NeverMarried" "Married"      "LivePartner"  NA            
 [7597] NA             NA             NA             NA            
 [7601] "NeverMarried" "NeverMarried" NA             "Married"     
 [7605] NA             "Married"      "Married"      "NeverMarried"
 [7609] NA             "Widowed"      "Widowed"      NA            
 [7613] NA             "Married"      "Widowed"      "Widowed"     
 [7617] "NeverMarried" "NeverMarried" NA             "Married"     
 [7621] "Married"      NA             NA             "Divorced"    
 [7625] NA             "Married"      NA             "NeverMarried"
 [7629] "Married"      "Married"      "Married"      "Married"     
 [7633] "Married"      "Married"      "Married"      "Divorced"    
 [7637] "Married"      "NeverMarried" "Married"      NA            
 [7641] NA             "LivePartner"  "LivePartner"  "NeverMarried"
 [7645] "Married"      "Married"      "Divorced"     "Married"     
 [7649] NA             "LivePartner"  "LivePartner"  "Married"     
 [7653] "Married"      "Married"      "Married"      "Separated"   
 [7657] "NeverMarried" NA             NA             "Married"     
 [7661] "NeverMarried" "NeverMarried" NA             NA            
 [7665] NA             "NeverMarried" "NeverMarried" "Widowed"     
 [7669] "Divorced"     "Divorced"     "Married"      "Married"     
 [7673] "Married"      NA             NA             NA            
 [7677] "Married"      "Married"      "Married"      "Separated"   
 [7681] "Separated"    "LivePartner"  "Married"      "Married"     
 [7685] "Married"      "Married"      NA             "Divorced"    
 [7689] "Divorced"     "NeverMarried" "Married"      "NeverMarried"
 [7693] "Married"      "Married"      NA             NA            
 [7697] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [7701] "NeverMarried" "Married"      "NeverMarried" "NeverMarried"
 [7705] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"    
 [7709] "Divorced"     "Married"      "Married"      "Married"     
 [7713] "Widowed"      "Widowed"      NA             "Married"     
 [7717] "Married"      "Married"      "NeverMarried" "Separated"   
 [7721] "Separated"    "Separated"    NA             "Married"     
 [7725] NA             "Widowed"      NA             NA            
 [7729] "Widowed"      "Married"      NA             "Married"     
 [7733] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [7737] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [7741] "Married"      "Married"      "NeverMarried" "Married"     
 [7745] "NeverMarried" "NeverMarried" "Married"      "Divorced"    
 [7749] "Divorced"     "Divorced"     "LivePartner"  "LivePartner" 
 [7753] NA             NA             NA             "Separated"   
 [7757] "Married"      "Married"      "Widowed"      NA            
 [7761] "Married"      "Married"      "Married"      "Married"     
 [7765] "Married"      "Married"      NA             NA            
 [7769] "Separated"    "LivePartner"  "LivePartner"  NA            
 [7773] NA             "Married"      NA             "NeverMarried"
 [7777] "Widowed"      NA             "Widowed"      NA            
 [7781] NA             NA             NA             "Married"     
 [7785] "NeverMarried" "Widowed"      NA             "LivePartner" 
 [7789] "Married"      "NeverMarried" "NeverMarried" "LivePartner" 
 [7793] "LivePartner"  "LivePartner"  NA             "Married"     
 [7797] "Married"      "Married"      "Divorced"     "Married"     
 [7801] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [7805] NA             "NeverMarried" "Married"      "Married"     
 [7809] "Married"      "Separated"    "Separated"    "Divorced"    
 [7813] "Divorced"     "Divorced"     "Divorced"     "Widowed"     
 [7817] NA             NA             "NeverMarried" NA            
 [7821] NA             "Married"      "LivePartner"  NA            
 [7825] NA             "Married"      "Married"      "Married"     
 [7829] NA             NA             "Married"      "Married"     
 [7833] "Widowed"      "Married"      "Married"      "NeverMarried"
 [7837] "Married"      "Married"      NA             NA            
 [7841] NA             "Married"      "Married"      "Married"     
 [7845] NA             "Divorced"     NA             "NeverMarried"
 [7849] NA             "Married"      NA             "NeverMarried"
 [7853] "NeverMarried" "Married"      NA             NA            
 [7857] NA             "Married"      "Married"      "Married"     
 [7861] "Married"      "Married"      "Married"      "Married"     
 [7865] "Married"      "Married"      "Married"      "NeverMarried"
 [7869] "NeverMarried" NA             "Married"      "Married"     
 [7873] NA             NA             NA             NA            
 [7877] NA             "Divorced"     "Divorced"     "Widowed"     
 [7881] "Widowed"      "Separated"    NA             "Married"     
 [7885] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [7889] "NeverMarried" "NeverMarried" "Married"      "Divorced"    
 [7893] "Divorced"     "Divorced"     "Married"      "Married"     
 [7897] NA             NA             NA             NA            
 [7901] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [7905] "NeverMarried" "Married"      "Married"      "Married"     
 [7909] "Married"      NA             "Married"      "Married"     
 [7913] NA             "Married"      "Married"      NA            
 [7917] "Married"      NA             "NeverMarried" "NeverMarried"
 [7921] "NeverMarried" "NeverMarried" "Married"      NA            
 [7925] "Married"      "Married"      "Separated"    NA            
 [7929] "Married"      "Married"      "Married"      "Married"     
 [7933] NA             NA             "Married"      "Divorced"    
 [7937] "Divorced"     "Divorced"     "Married"      "Married"     
 [7941] NA             NA             NA             NA            
 [7945] NA             NA             "Married"      NA            
 [7949] "NeverMarried" NA             NA             NA            
 [7953] "Divorced"     "Divorced"     NA             "Widowed"     
 [7957] "Divorced"     "Divorced"     "Married"      "Married"     
 [7961] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [7965] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [7969] "NeverMarried" NA             NA             NA            
 [7973] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [7977] "NeverMarried" "Married"      NA             NA            
 [7981] "Married"      "NeverMarried" "Widowed"      NA            
 [7985] NA             "Married"      "Married"      "Married"     
 [7989] "NeverMarried" "NeverMarried" "NeverMarried" NA            
 [7993] "NeverMarried" "NeverMarried" "Widowed"      "Widowed"     
 [7997] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [8001] NA             "NeverMarried" "Married"      "Married"     
 [8005] "Divorced"     NA             NA             "Married"     
 [8009] "Married"      "Married"      "Married"      NA            
 [8013] "Married"      "LivePartner"  "NeverMarried" "NeverMarried"
 [8017] "Married"      "Married"      "Married"      "Married"     
 [8021] "Married"      "Married"      "Married"      "Married"     
 [8025] "Married"      "Married"      NA             "Married"     
 [8029] "Married"      NA             NA             NA            
 [8033] "Widowed"      "Married"      "NeverMarried" "NeverMarried"
 [8037] "Married"      "Married"      NA             NA            
 [8041] "Married"      "NeverMarried" "NeverMarried" NA            
 [8045] NA             "Married"      "Married"      "Married"     
 [8049] NA             NA             NA             "Separated"   
 [8053] NA             "Married"      "Married"      "Married"     
 [8057] "Married"      "Married"      NA             NA            
 [8061] NA             "Married"      "Married"      "Married"     
 [8065] "Married"      "Divorced"     "NeverMarried" "NeverMarried"
 [8069] NA             NA             "Married"      "Married"     
 [8073] "Married"      "Married"      NA             NA            
 [8077] "Widowed"      NA             NA             "Married"     
 [8081] "Married"      "NeverMarried" NA             "Married"     
 [8085] NA             NA             NA             "Married"     
 [8089] "NeverMarried" "Married"      "Married"      "Married"     
 [8093] "Married"      "Married"      "Married"      NA            
 [8097] NA             NA             "Married"      "Married"     
 [8101] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [8105] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8109] "NeverMarried" NA             "NeverMarried" NA            
 [8113] "Married"      "Married"      "Married"      NA            
 [8117] NA             NA             NA             "Married"     
 [8121] "Married"      "Married"      "Married"      "Married"     
 [8125] NA             NA             NA             "Married"     
 [8129] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [8133] "Divorced"     NA             NA             NA            
 [8137] "Married"      NA             "Widowed"      "Married"     
 [8141] NA             NA             NA             "Married"     
 [8145] NA             "Married"      "Divorced"     "Married"     
 [8149] NA             NA             NA             "NeverMarried"
 [8153] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [8157] "Married"      "Married"      "Divorced"     NA            
 [8161] NA             "Separated"    "Married"      NA            
 [8165] "Married"      NA             NA             NA            
 [8169] "NeverMarried" NA             NA             NA            
 [8173] NA             NA             "Married"      NA            
 [8177] "Widowed"      "Widowed"      "Married"      "Married"     
 [8181] "Married"      "Married"      "Married"      "Married"     
 [8185] NA             NA             NA             "NeverMarried"
 [8189] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [8193] NA             "LivePartner"  "LivePartner"  "Married"     
 [8197] "Married"      "Married"      "Married"      "Married"     
 [8201] "Divorced"     "Divorced"     "Divorced"     "NeverMarried"
 [8205] "NeverMarried" "Married"      NA             "Married"     
 [8209] "Divorced"     "Divorced"     "Married"      "Married"     
 [8213] "Married"      "Married"      "Married"      NA            
 [8217] NA             "NeverMarried" "NeverMarried" "Married"     
 [8221] "Married"      "Married"      NA             NA            
 [8225] NA             NA             "Widowed"      NA            
 [8229] "Married"      "Married"      "Married"      "Divorced"    
 [8233] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [8237] "Married"      "Married"      "Married"      "Married"     
 [8241] "Married"      "Married"      "Married"      "Married"     
 [8245] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [8249] "NeverMarried" "NeverMarried" NA             NA            
 [8253] "Married"      NA             NA             NA            
 [8257] NA             "Married"      NA             NA            
 [8261] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [8265] "Divorced"     "Widowed"      NA             NA            
 [8269] "NeverMarried" "Widowed"      "Divorced"     "Divorced"    
 [8273] "Divorced"     "Divorced"     NA             NA            
 [8277] "NeverMarried" "Married"      "Married"      "NeverMarried"
 [8281] "Divorced"     "Married"      "Married"      "Married"     
 [8285] "Married"      "Divorced"     "Divorced"     "Married"     
 [8289] NA             NA             NA             NA            
 [8293] "Married"      "Married"      "LivePartner"  "LivePartner" 
 [8297] NA             NA             NA             NA            
 [8301] NA             "Widowed"      "Widowed"      NA            
 [8305] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [8309] "Widowed"      "Widowed"      "Married"      "Married"     
 [8313] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [8317] "Married"      "Married"      "Married"      NA            
 [8321] "Married"      "Married"      "Married"      "Married"     
 [8325] "Married"      "Married"      "Married"      "Married"     
 [8329] NA             NA             NA             NA            
 [8333] "Married"      "Married"      NA             "NeverMarried"
 [8337] "NeverMarried" NA             NA             NA            
 [8341] "Married"      NA             NA             "Divorced"    
 [8345] "Divorced"     NA             "Married"      "Married"     
 [8349] "Separated"    "Married"      "Married"      "Married"     
 [8353] "Married"      "Married"      "LivePartner"  "Married"     
 [8357] NA             "Married"      NA             NA            
 [8361] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8365] "NeverMarried" NA             "Married"      "Married"     
 [8369] "Married"      "Married"      "Married"      "Married"     
 [8373] "Married"      "Married"      "Married"      "Married"     
 [8377] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [8381] "NeverMarried" "Divorced"     "Divorced"     NA            
 [8385] "Married"      "Married"      NA             "Married"     
 [8389] "Married"      "Married"      "Married"      "Married"     
 [8393] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [8397] "LivePartner"  "LivePartner"  "LivePartner"  "NeverMarried"
 [8401] "Divorced"     "LivePartner"  "LivePartner"  "Married"     
 [8405] "NeverMarried" NA             NA             NA            
 [8409] NA             "Married"      "Married"      "Married"     
 [8413] NA             "Separated"    "Married"      "Married"     
 [8417] NA             "Divorced"     NA             NA            
 [8421] "Divorced"     "Married"      NA             NA            
 [8425] "Married"      "Married"      NA             "NeverMarried"
 [8429] "Married"      "Married"      "Married"      NA            
 [8433] "Married"      "NeverMarried" "NeverMarried" NA            
 [8437] "NeverMarried" NA             NA             NA            
 [8441] NA             NA             NA             "Married"     
 [8445] NA             NA             NA             "Married"     
 [8449] "Married"      "Married"      "Married"      "Married"     
 [8453] "Married"      "NeverMarried" "Married"      "Married"     
 [8457] "Married"      "Married"      "Married"      NA            
 [8461] "NeverMarried" "Married"      NA             NA            
 [8465] "Married"      "Married"      "NeverMarried" "LivePartner" 
 [8469] "LivePartner"  "LivePartner"  NA             "Married"     
 [8473] "Married"      "Married"      "Married"      "Married"     
 [8477] "Married"      "Married"      "Married"      "Married"     
 [8481] "Married"      "NeverMarried" NA             "Separated"   
 [8485] "NeverMarried" "Widowed"      "Married"      "LivePartner" 
 [8489] "Widowed"      "Divorced"     "Divorced"     NA            
 [8493] "Married"      "Married"      "Married"      "Married"     
 [8497] "NeverMarried" "LivePartner"  NA             "Married"     
 [8501] "Married"      "Married"      "Married"      "Married"     
 [8505] "Married"      "Married"      "Married"      NA            
 [8509] "Married"      "Married"      "Married"      "Divorced"    
 [8513] "Married"      "Married"      "Married"      NA            
 [8517] "LivePartner"  "Married"      "Married"      "Married"     
 [8521] NA             "Divorced"     NA             "Married"     
 [8525] "Married"      "Married"      "Married"      "Married"     
 [8529] "Married"      "Married"      "LivePartner"  "LivePartner" 
 [8533] "Married"      NA             NA             NA            
 [8537] NA             NA             "NeverMarried" "NeverMarried"
 [8541] "NeverMarried" NA             "NeverMarried" NA            
 [8545] "Married"      NA             "Divorced"     "Married"     
 [8549] "Separated"    "Separated"    NA             NA            
 [8553] NA             "Divorced"     "Married"      NA            
 [8557] NA             "Married"      "Married"      NA            
 [8561] "Married"      "Married"      NA             NA            
 [8565] NA             NA             "LivePartner"  "Married"     
 [8569] NA             NA             NA             "Married"     
 [8573] "Married"      "Married"      NA             "Divorced"    
 [8577] "Married"      "Married"      "Married"      "Married"     
 [8581] NA             NA             NA             "NeverMarried"
 [8585] "NeverMarried" NA             "Widowed"      "Widowed"     
 [8589] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [8593] "NeverMarried" NA             NA             NA            
 [8597] NA             "NeverMarried" NA             "Separated"   
 [8601] NA             NA             NA             "NeverMarried"
 [8605] NA             "Married"      NA             NA            
 [8609] "Married"      "Married"      "Married"      "Married"     
 [8613] "Married"      "Divorced"     "Divorced"     NA            
 [8617] "Married"      "NeverMarried" NA             NA            
 [8621] "Married"      NA             "Married"      "Married"     
 [8625] "Married"      "Married"      NA             "Divorced"    
 [8629] "Divorced"     "NeverMarried" "NeverMarried" "Married"     
 [8633] NA             NA             NA             NA            
 [8637] NA             "Married"      "Divorced"     NA            
 [8641] NA             "Married"      "Married"      "Married"     
 [8645] "Married"      "LivePartner"  NA             "Divorced"    
 [8649] "NeverMarried" "Married"      "Divorced"     "NeverMarried"
 [8653] NA             "NeverMarried" "NeverMarried" "Married"     
 [8657] "Married"      "Married"      "Married"      NA            
 [8661] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8665] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8669] "NeverMarried" NA             NA             NA            
 [8673] "NeverMarried" "LivePartner"  "Married"      "Married"     
 [8677] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [8681] "Divorced"     "Divorced"     "Married"      NA            
 [8685] "Married"      "Married"      NA             NA            
 [8689] NA             NA             NA             "Married"     
 [8693] "Married"      "Married"      "LivePartner"  "Married"     
 [8697] "Married"      "Married"      "Married"      "Divorced"    
 [8701] "Married"      "Married"      "Married"      "Married"     
 [8705] "NeverMarried" NA             "NeverMarried" "Married"     
 [8709] "Married"      "Married"      "Married"      NA            
 [8713] "Married"      "Married"      "Married"      "Married"     
 [8717] "Widowed"      "Married"      "Separated"    "Separated"   
 [8721] "Separated"    "Divorced"     "Divorced"     "Divorced"    
 [8725] "Divorced"     "Married"      "Married"      NA            
 [8729] "Divorced"     "Divorced"     "NeverMarried" NA            
 [8733] NA             NA             NA             "Married"     
 [8737] "Married"      "Married"      "Married"      NA            
 [8741] NA             NA             NA             "NeverMarried"
 [8745] "NeverMarried" "NeverMarried" "NeverMarried" "Divorced"    
 [8749] "LivePartner"  "Married"      NA             "Married"     
 [8753] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [8757] "Married"      "Divorced"     "Divorced"     "Divorced"    
 [8761] "Divorced"     NA             NA             NA            
 [8765] "LivePartner"  "Married"      "Married"      "Married"     
 [8769] "Married"      "Married"      "Married"      NA            
 [8773] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8777] "NeverMarried" NA             "Married"      "Married"     
 [8781] NA             "Married"      "Married"      "Married"     
 [8785] "Married"      "Separated"    "Widowed"      NA            
 [8789] NA             "Married"      NA             "Married"     
 [8793] NA             "NeverMarried" "Married"      "Divorced"    
 [8797] NA             "Married"      NA             "Married"     
 [8801] "Married"      "Divorced"     "Married"      "Married"     
 [8805] "Married"      "Married"      "Married"      "Married"     
 [8809] "Married"      "Married"      "Married"      "Married"     
 [8813] "Married"      "Married"      "Married"      NA            
 [8817] NA             "Married"      "Married"      NA            
 [8821] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [8825] "Divorced"     NA             "NeverMarried" "NeverMarried"
 [8829] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8833] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [8837] NA             "LivePartner"  "LivePartner"  "Married"     
 [8841] "NeverMarried" "NeverMarried" "Married"      NA            
 [8845] NA             NA             "Married"      "Married"     
 [8849] "Married"      "Separated"    "Widowed"      "Widowed"     
 [8853] NA             "Widowed"      NA             NA            
 [8857] "Married"      "Married"      "Married"      "Separated"   
 [8861] NA             NA             "Separated"    "Divorced"    
 [8865] "Divorced"     "Divorced"     "NeverMarried" "Divorced"    
 [8869] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [8873] "LivePartner"  "LivePartner"  "Married"      "Married"     
 [8877] "Married"      NA             NA             "NeverMarried"
 [8881] "NeverMarried" "Married"      "Married"      "NeverMarried"
 [8885] "Married"      "Married"      "Married"      NA            
 [8889] NA             NA             "Married"      NA            
 [8893] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [8897] "NeverMarried" NA             "Divorced"     "Married"     
 [8901] "Married"      "Married"      "Married"      "Married"     
 [8905] "Widowed"      "Widowed"      NA             NA            
 [8909] "Divorced"     "Divorced"     NA             NA            
 [8913] NA             NA             "NeverMarried" "Widowed"     
 [8917] NA             NA             NA             "NeverMarried"
 [8921] "NeverMarried" "Separated"    "Married"      "Widowed"     
 [8925] "Married"      "Divorced"     "Married"      "Married"     
 [8929] "Married"      "Married"      "Married"      NA            
 [8933] "Separated"    "Widowed"      "Widowed"      "Widowed"     
 [8937] NA             "Married"      NA             "Married"     
 [8941] "Married"      "Married"      NA             "Married"     
 [8945] "Married"      "Married"      "Married"      "Married"     
 [8949] "Married"      "Married"      "Married"      "Married"     
 [8953] NA             "Widowed"      "Married"      "LivePartner" 
 [8957] "LivePartner"  "Married"      NA             "LivePartner" 
 [8961] NA             "Married"      "Married"      "LivePartner" 
 [8965] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [8969] NA             NA             "NeverMarried" "NeverMarried"
 [8973] "NeverMarried" "NeverMarried" "NeverMarried" "Married"     
 [8977] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [8981] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [8985] NA             "Married"      "Married"      "Married"     
 [8989] "Married"      "Married"      "NeverMarried" "Married"     
 [8993] "Married"      "Married"      "Married"      "Married"     
 [8997] "Married"      "Married"      NA             NA            
 [9001] NA             NA             NA             "Separated"   
 [9005] "Married"      "Married"      "Married"      "NeverMarried"
 [9009] "Married"      NA             NA             NA            
 [9013] NA             NA             NA             NA            
 [9017] NA             "NeverMarried" NA             "Married"     
 [9021] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [9025] "Divorced"     NA             NA             NA            
 [9029] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [9033] "Married"      "NeverMarried" "NeverMarried" "NeverMarried"
 [9037] NA             NA             "Married"      "Married"     
 [9041] NA             NA             NA             "NeverMarried"
 [9045] NA             "Married"      "Married"      NA            
 [9049] NA             NA             "Married"      "Married"     
 [9053] "Separated"    "LivePartner"  "NeverMarried" "Divorced"    
 [9057] "Divorced"     "Divorced"     "LivePartner"  NA            
 [9061] NA             NA             "Married"      "Married"     
 [9065] NA             NA             NA             "NeverMarried"
 [9069] "NeverMarried" "NeverMarried" "Widowed"      NA            
 [9073] NA             NA             NA             "Widowed"     
 [9077] NA             NA             NA             NA            
 [9081] "Married"      NA             NA             NA            
 [9085] "Married"      "Married"      "Married"      "Married"     
 [9089] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [9093] "Married"      "Married"      "Married"      NA            
 [9097] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [9101] "Widowed"      NA             NA             "NeverMarried"
 [9105] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [9109] "Married"      NA             NA             "Married"     
 [9113] "Married"      "Married"      "Married"      "Married"     
 [9117] "NeverMarried" "NeverMarried" "NeverMarried" "LivePartner" 
 [9121] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [9125] NA             NA             "Divorced"     "NeverMarried"
 [9129] "NeverMarried" NA             "Married"      "Married"     
 [9133] "Married"      "Divorced"     "Divorced"     "Divorced"    
 [9137] NA             "Married"      "Married"      "NeverMarried"
 [9141] "Married"      NA             "NeverMarried" NA            
 [9145] NA             NA             NA             NA            
 [9149] "Married"      "Married"      NA             "Married"     
 [9153] "Married"      "Married"      NA             "NeverMarried"
 [9157] NA             "Married"      "NeverMarried" "Widowed"     
 [9161] "Widowed"      "Widowed"      "Widowed"      "NeverMarried"
 [9165] "Married"      "Married"      "Married"      "Married"     
 [9169] "Divorced"     "Divorced"     "NeverMarried" "NeverMarried"
 [9173] NA             "NeverMarried" NA             NA            
 [9177] "Married"      "Married"      "Married"      "NeverMarried"
 [9181] "NeverMarried" "Widowed"      "Widowed"      NA            
 [9185] NA             NA             NA             NA            
 [9189] NA             NA             NA             NA            
 [9193] "NeverMarried" "Separated"    "Married"      NA            
 [9197] NA             "Widowed"      NA             "Widowed"     
 [9201] "Separated"    "NeverMarried" "Divorced"     "Divorced"    
 [9205] "Divorced"     "Married"      "Married"      "Married"     
 [9209] "Married"      "NeverMarried" NA             NA            
 [9213] NA             NA             "Married"      "Divorced"    
 [9217] "Divorced"     "NeverMarried" "NeverMarried" NA            
 [9221] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [9225] "LivePartner"  "Widowed"      "Divorced"     "LivePartner" 
 [9229] "LivePartner"  "LivePartner"  "Married"      "Divorced"    
 [9233] "Divorced"     "Married"      "Married"      "Married"     
 [9237] "Married"      "Married"      "NeverMarried" "Married"     
 [9241] "Married"      "Married"      NA             NA            
 [9245] NA             NA             "Married"      "Married"     
 [9249] "Married"      "Married"      "Separated"    "NeverMarried"
 [9253] "NeverMarried" NA             NA             NA            
 [9257] "LivePartner"  NA             "Married"      "Married"     
 [9261] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [9265] "NeverMarried" "NeverMarried" "Married"      "NeverMarried"
 [9269] "Married"      "Married"      "Married"      "LivePartner" 
 [9273] NA             "Married"      "Divorced"     "LivePartner" 
 [9277] "Married"      "NeverMarried" NA             NA            
 [9281] NA             NA             "Divorced"     "NeverMarried"
 [9285] "Separated"    "Married"      "NeverMarried" NA            
 [9289] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [9293] NA             NA             NA             NA            
 [9297] NA             "Married"      "Married"      "Married"     
 [9301] "Married"      "Married"      "Married"      NA            
 [9305] NA             "Married"      "Married"      "LivePartner" 
 [9309] "LivePartner"  "LivePartner"  "LivePartner"  NA            
 [9313] NA             NA             "Married"      "Married"     
 [9317] "Married"      "Separated"    "Widowed"      "Married"     
 [9321] "Married"      "Married"      "Married"      NA            
 [9325] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [9329] NA             "Married"      "Married"      "Married"     
 [9333] "Married"      NA             NA             "NeverMarried"
 [9337] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [9341] "NeverMarried" "LivePartner"  "LivePartner"  "LivePartner" 
 [9345] NA             NA             "Married"      NA            
 [9349] "Married"      NA             NA             NA            
 [9353] NA             "Married"      "Married"      "Divorced"    
 [9357] NA             NA             NA             NA            
 [9361] "NeverMarried" "NeverMarried" "Widowed"      NA            
 [9365] NA             "NeverMarried" "Widowed"      "Widowed"     
 [9369] "Married"      "Married"      "Married"      "Married"     
 [9373] "Married"      "Married"      "Married"      NA            
 [9377] "Married"      "Married"      NA             NA            
 [9381] "Married"      "Married"      "Married"      NA            
 [9385] "NeverMarried" "NeverMarried" "Married"      "Separated"   
 [9389] "NeverMarried" NA             "Separated"    "LivePartner" 
 [9393] NA             NA             NA             "Married"     
 [9397] "Married"      "Married"      "Married"      "NeverMarried"
 [9401] "NeverMarried" "NeverMarried" "Married"      "Widowed"     
 [9405] "Widowed"      NA             "NeverMarried" "Married"     
 [9409] "Married"      NA             NA             NA            
 [9413] NA             NA             "Married"      "Married"     
 [9417] "Married"      "Married"      "Married"      "Married"     
 [9421] "Married"      "Married"      "Married"      "Married"     
 [9425] "Married"      "Married"      "Married"      "Married"     
 [9429] "Married"      "Married"      "LivePartner"  "Married"     
 [9433] NA             "Married"      "Divorced"     "NeverMarried"
 [9437] "NeverMarried" NA             NA             NA            
 [9441] "Married"      "Married"      "Divorced"     "Divorced"    
 [9445] "Divorced"     "Divorced"     "LivePartner"  "LivePartner" 
 [9449] "LivePartner"  "LivePartner"  NA             "Married"     
 [9453] "Married"      "Married"      "Married"      "Married"     
 [9457] NA             NA             NA             NA            
 [9461] NA             NA             NA             "NeverMarried"
 [9465] "Married"      "Married"      NA             NA            
 [9469] NA             "Married"      "Married"      "Divorced"    
 [9473] "Married"      "Married"      "Married"      "Married"     
 [9477] "LivePartner"  "Married"      "Married"      "Married"     
 [9481] "Married"      NA             NA             "NeverMarried"
 [9485] "NeverMarried" "Married"      NA             NA            
 [9489] "Married"      "Married"      "Married"      "Married"     
 [9493] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [9497] "Married"      "Married"      "Widowed"      NA            
 [9501] NA             NA             NA             NA            
 [9505] "Married"      "Married"      "Married"      "Married"     
 [9509] "Divorced"     "Divorced"     "LivePartner"  "Married"     
 [9513] "Divorced"     NA             NA             "Married"     
 [9517] "Married"      "Married"      "LivePartner"  "NeverMarried"
 [9521] "NeverMarried" NA             "Divorced"     "Divorced"    
 [9525] "Married"      "Married"      "Married"      "Married"     
 [9529] "Married"      NA             NA             NA            
 [9533] NA             "Married"      "Married"      "Married"     
 [9537] "Married"      "Married"      "Married"      "Married"     
 [9541] "Married"      "Married"      "NeverMarried" NA            
 [9545] NA             "Married"      "Married"      "Married"     
 [9549] "NeverMarried" "Married"      "Married"      "Married"     
 [9553] "NeverMarried" "NeverMarried" NA             NA            
 [9557] "Widowed"      "NeverMarried" "Married"      "Married"     
 [9561] "Married"      "Married"      "Married"      "Married"     
 [9565] NA             "Separated"    "Married"      "Married"     
 [9569] "Married"      "Married"      "Separated"    "Separated"   
 [9573] "NeverMarried" "NeverMarried" NA             "Divorced"    
 [9577] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [9581] "Widowed"      "LivePartner"  "LivePartner"  "Married"     
 [9585] "Married"      "Married"      "Separated"    NA            
 [9589] "Married"      "Married"      "Married"      "Married"     
 [9593] "NeverMarried" "Married"      "LivePartner"  "LivePartner" 
 [9597] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [9601] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [9605] "NeverMarried" NA             "NeverMarried" "NeverMarried"
 [9609] "Married"      "Married"      "Married"      "Married"     
 [9613] NA             "Married"      NA             "Married"     
 [9617] "Married"      "Married"      "NeverMarried" NA            
 [9621] NA             "Married"      NA             "NeverMarried"
 [9625] "Married"      "NeverMarried" "NeverMarried" NA            
 [9629] NA             NA             "NeverMarried" "NeverMarried"
 [9633] "Married"      "Married"      "NeverMarried" "NeverMarried"
 [9637] "Married"      "Married"      NA             NA            
 [9641] NA             "Married"      "Married"      "Married"     
 [9645] "Married"      "Married"      "Married"      NA            
 [9649] "Married"      "Married"      "Married"      "Married"     
 [9653] NA             NA             "Married"      NA            
 [9657] "NeverMarried" "Widowed"      "Widowed"      "LivePartner" 
 [9661] NA             "NeverMarried" "NeverMarried" "NeverMarried"
 [9665] NA             NA             "NeverMarried" "NeverMarried"
 [9669] "NeverMarried" NA             NA             "Divorced"    
 [9673] "Widowed"      "Widowed"      "Divorced"     "Divorced"    
 [9677] "Divorced"     "Divorced"     "Divorced"     NA            
 [9681] NA             "Divorced"     "Married"      "Married"     
 [9685] "Married"      "Married"      NA             "Married"     
 [9689] "Married"      "Married"      "LivePartner"  "Married"     
 [9693] "LivePartner"  "Married"      "Married"      "Married"     
 [9697] "Separated"    "Separated"    "Separated"    "Separated"   
 [9701] "NeverMarried" "NeverMarried" "LivePartner"  "LivePartner" 
 [9705] "LivePartner"  NA             "NeverMarried" "NeverMarried"
 [9709] "Married"      "Married"      "Divorced"     "Divorced"    
 [9713] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [9717] "Widowed"      "Married"      "Married"      "Married"     
 [9721] "Married"      "Married"      "Married"      NA            
 [9725] NA             "Married"      NA             NA            
 [9729] NA             "Divorced"     "Divorced"     "LivePartner" 
 [9733] "NeverMarried" "Married"      "Married"      "Married"     
 [9737] "Married"      "Married"      "Divorced"     "NeverMarried"
 [9741] "NeverMarried" "NeverMarried" "Married"      "Married"     
 [9745] "Married"      "Married"      NA             "Married"     
 [9749] "Married"      "Divorced"     "Married"      "Married"     
 [9753] "Married"      "Married"      NA             NA            
 [9757] NA             "Divorced"     "Married"      "Married"     
 [9761] NA             "Married"      NA             NA            
 [9765] "Married"      "Married"      "Married"      NA            
 [9769] NA             NA             NA             NA            
 [9773] "Divorced"     "Married"      "Married"      "Married"     
 [9777] "NeverMarried" "NeverMarried" NA             NA            
 [9781] NA             NA             "Divorced"     "Divorced"    
 [9785] "Divorced"     "Married"      NA             "LivePartner" 
 [9789] NA             "Married"      NA             "LivePartner" 
 [9793] NA             "Married"      "Married"      "Married"     
 [9797] "Married"      "Married"      "Married"      "NeverMarried"
 [9801] "NeverMarried" "NeverMarried" "NeverMarried" "NeverMarried"
 [9805] "Married"      "Married"      "Married"      "NeverMarried"
 [9809] "NeverMarried" "LivePartner"  "Married"      "Married"     
 [9813] "Married"      "LivePartner"  "LivePartner"  "LivePartner" 
 [9817] NA             "Married"      NA             NA            
 [9821] NA             NA             "Divorced"     "Married"     
 [9825] "Married"      "Married"      "Married"      "Married"     
 [9829] NA             NA             NA             NA            
 [9833] NA             "NeverMarried" "NeverMarried" NA            
 [9837] NA             NA             "Married"      "Married"     
 [9841] "Married"      "LivePartner"  NA             NA            
 [9845] NA             "Widowed"      "Married"      NA            
 [9849] NA             NA             NA             NA            
 [9853] "NeverMarried" NA             NA             "Married"     
 [9857] NA             NA             NA             NA            
 [9861] NA             NA             NA             "Married"     
 [9865] "Married"      "Married"      "Married"      "Married"     
 [9869] "LivePartner"  NA             "Married"      "Married"     
 [9873] NA             NA             "Married"      "Married"     
 [9877] "Married"      "Married"      "Married"      "Married"     
 [9881] "Married"      "Married"      "NeverMarried" NA            
 [9885] "Married"      "Married"      "Married"      NA            
 [9889] "Married"      "Married"      "Married"      NA            
 [9893] NA             NA             "Widowed"      "Married"     
 [9897] "Married"      NA             NA             NA            
 [9901] "NeverMarried" "Married"      "Divorced"     "LivePartner" 
 [9905] "Widowed"      "Married"      "NeverMarried" "NeverMarried"
 [9909] "Married"      "Married"      "NeverMarried" NA            
 [9913] "NeverMarried" "Married"      "Married"      NA            
 [9917] NA             "Married"      "Married"      "Married"     
 [9921] "Married"      "Married"      "Married"      "Divorced"    
 [9925] "Divorced"     NA             "NeverMarried" "NeverMarried"
 [9929] "Divorced"     "Married"      "Married"      NA            
 [9933] "Married"      "Divorced"     "Separated"    "NeverMarried"
 [9937] NA             "NeverMarried" "Married"      "Married"     
 [9941] NA             "Widowed"      "Widowed"      "Widowed"     
 [9945] "Widowed"      "NeverMarried" "NeverMarried" "LivePartner" 
 [9949] NA             NA             "Married"      NA            
 [9953] NA             "Married"      NA             NA            
 [9957] NA             NA             NA             "Married"     
 [9961] "Widowed"      "Widowed"      "Married"      "Married"     
 [9965] NA             "NeverMarried" "Married"      "Married"     
 [9969] "Separated"    NA             "Married"      "Married"     
 [9973] "Married"      "Married"      "NeverMarried" "Married"     
 [9977] "Married"      "Married"      "Married"      "Married"     
 [9981] "Married"      "Married"      "LivePartner"  "Married"     
 [9985] "NeverMarried" "Married"      "Married"      "Married"     
 [9989] "Married"      "Married"      "Married"      "Widowed"     
 [9993] "Widowed"      "NeverMarried" "NeverMarried" "NeverMarried"
 [9997] NA             "Married"      "NeverMarried" "NeverMarried"

Data frame indexing

We can combine numeric indexing with the $ notation to get specific elements from a column like the first 10 marital statuses:

nhanes$MaritalStatus[1:10]
 [1] "Married"     "Married"     "Married"     NA            "LivePartner"
 [6] NA            NA            "Married"     "Married"     "Married"    

Data frame indexing

We can also use logical indexing to do things like get all the marital statuses for people over 65:

nhanes$MaritalStatus[nhanes$Age>65]
   [1] "Married"      "Widowed"      "Married"      "Married"     
   [5] "Married"      "Married"      "Married"      "Married"     
   [9] "Married"      "Divorced"     "Widowed"      "Married"     
  [13] "Married"      "Widowed"      "Widowed"      "Married"     
  [17] "Widowed"      "Married"      "Married"      "Married"     
  [21] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
  [25] "Married"      "Married"      "Divorced"     "Married"     
  [29] "Married"      "Separated"    "Married"      "Married"     
  [33] "Widowed"      "Widowed"      "Married"      "Divorced"    
  [37] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
  [41] "Married"      "Divorced"     "Widowed"      "Widowed"     
  [45] "Married"      "Divorced"     "Divorced"     "Married"     
  [49] "Married"      "Married"      "Widowed"      "Married"     
  [53] "Married"      "Married"      "Widowed"      "Widowed"     
  [57] "NeverMarried" "Married"      "Widowed"      "Married"     
  [61] "Widowed"      "Married"      "NeverMarried" "Widowed"     
  [65] "Widowed"      "Married"      "Married"      "Married"     
  [69] "Married"      "Married"      "Married"      "Married"     
  [73] "Married"      "Married"      "Married"      "Widowed"     
  [77] "Married"      "Married"      "Married"      "Widowed"     
  [81] "Widowed"      "NeverMarried" "Married"      "LivePartner" 
  [85] "Married"      "Married"      "Married"      "Married"     
  [89] "Married"      "Widowed"      "Married"      "Married"     
  [93] "Widowed"      "Married"      "Married"      "Married"     
  [97] "Married"      "Widowed"      "Widowed"      "Married"     
 [101] "Married"      "Widowed"      "Married"      "Married"     
 [105] "Married"      "Married"      "Widowed"      "Married"     
 [109] "Married"      "Married"      "Married"      "Divorced"    
 [113] "Divorced"     "Divorced"     "Widowed"      "Married"     
 [117] "Married"      "Married"      "Married"      "Married"     
 [121] "Divorced"     "Married"      "Married"      "Married"     
 [125] "Divorced"     "Widowed"      "Widowed"      "Widowed"     
 [129] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [133] "Widowed"      "Married"      "Widowed"      "Widowed"     
 [137] "Married"      "Married"      "Married"      "Married"     
 [141] "Widowed"      "Married"      "Married"      "Married"     
 [145] "Divorced"     "Married"      "Married"      "NeverMarried"
 [149] "Married"      "Married"      "Widowed"      "Widowed"     
 [153] "Widowed"      "Married"      "Married"      "Married"     
 [157] "Divorced"     "Divorced"     "Married"      "Married"     
 [161] "Married"      "Married"      "Married"      "Married"     
 [165] "Married"      "Married"      "Married"      "Divorced"    
 [169] "Divorced"     "Married"      "Married"      "Married"     
 [173] "Married"      "Married"      "Married"      "Married"     
 [177] "NeverMarried" "Widowed"      "Married"      "Married"     
 [181] "Married"      "Married"      "Married"      "Widowed"     
 [185] "Married"      "Married"      "Married"      "Married"     
 [189] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [193] "Married"      "Married"      "Married"      "Married"     
 [197] "Married"      "Married"      "Married"      "NeverMarried"
 [201] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [205] "Married"      "Married"      "Married"      "Married"     
 [209] "Married"      "Widowed"      "Married"      "Married"     
 [213] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [217] "Married"      "Married"      "Widowed"      "Married"     
 [221] "Widowed"      "Divorced"     "Married"      "Widowed"     
 [225] "Married"      "Widowed"      "Married"      "Widowed"     
 [229] "Widowed"      "Married"      "Married"      "Widowed"     
 [233] "Married"      "Widowed"      "Married"      "Married"     
 [237] "Married"      "Married"      "Married"      "Married"     
 [241] "Divorced"     "Divorced"     "Married"      "Widowed"     
 [245] "Widowed"      "Widowed"      "NeverMarried" "Divorced"    
 [249] "Divorced"     "LivePartner"  "Married"      "Separated"   
 [253] "Widowed"      "Widowed"      "Married"      "LivePartner" 
 [257] "LivePartner"  "Widowed"      "Widowed"      "Widowed"     
 [261] "Married"      "Married"      "Married"      "Married"     
 [265] "Married"      "Widowed"      "Married"      "Widowed"     
 [269] "Married"      "Married"      "Widowed"      "Widowed"     
 [273] "Married"      "Widowed"      "Married"      "Married"     
 [277] "Married"      "Married"      "Married"      "Married"     
 [281] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [285] "Widowed"      "Divorced"     "Widowed"      "Divorced"    
 [289] "Divorced"     "Divorced"     "Married"      "Married"     
 [293] "Married"      "Married"      "Married"      "Married"     
 [297] "LivePartner"  "Married"      "Widowed"      "Widowed"     
 [301] "Widowed"      "Divorced"     "Divorced"     "Married"     
 [305] "Married"      "Married"      "Married"      "Married"     
 [309] "Married"      "Married"      "Widowed"      "Widowed"     
 [313] "Married"      "Divorced"     "Widowed"      "Widowed"     
 [317] "Widowed"      "Widowed"      "Widowed"      "Separated"   
 [321] "Married"      "Married"      "Married"      "Married"     
 [325] "Widowed"      "Married"      "Married"      "Widowed"     
 [329] "Widowed"      "Divorced"     "Divorced"     "Divorced"    
 [333] "Divorced"     "Divorced"     "Married"      "Widowed"     
 [337] "Married"      "Married"      "Married"      "Widowed"     
 [341] "Married"      "Married"      "Widowed"      "Married"     
 [345] "Married"      "Divorced"     "Married"      "Married"     
 [349] "Widowed"      "Divorced"     "Widowed"      "Married"     
 [353] "Widowed"      "Widowed"      "Married"      "Married"     
 [357] "Married"      "Married"      "Widowed"      "Married"     
 [361] "Married"      "Widowed"      "Married"      "Married"     
 [365] "Married"      "Married"      "Widowed"      "Widowed"     
 [369] "Married"      "Married"      "Widowed"      "Widowed"     
 [373] "Married"      "Widowed"      "Widowed"      "Married"     
 [377] "Widowed"      "Divorced"     "Divorced"     "Widowed"     
 [381] "Married"      "Married"      "Widowed"      "Widowed"     
 [385] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [389] "Widowed"      "Married"      "Married"      "Married"     
 [393] "Married"      "Widowed"      "Married"      "Married"     
 [397] "Married"      "Divorced"     "Widowed"      "Divorced"    
 [401] "Widowed"      "Widowed"      "Married"      "Widowed"     
 [405] "Widowed"      "Married"      "Married"      "Widowed"     
 [409] "Married"      "Married"      "Married"      "Married"     
 [413] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [417] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [421] "Married"      "Married"      "Married"      "Married"     
 [425] "Married"      "Married"      "Married"      "Married"     
 [429] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [433] "Married"      "Married"      "Married"      "Widowed"     
 [437] "Married"      "Married"      "Married"      "Married"     
 [441] "Married"      "Divorced"     "Separated"    "Married"     
 [445] "Married"      "Married"      "Married"      "Married"     
 [449] "Married"      "NeverMarried" "NeverMarried" "Divorced"    
 [453] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [457] "Married"      "Married"      "Married"      "Married"     
 [461] "Married"      "Married"      "Married"      "Married"     
 [465] "Widowed"      "Widowed"      "Widowed"      "Divorced"    
 [469] "Divorced"     "Divorced"     "Divorced"     "Married"     
 [473] "Married"      "Married"      "Married"      "Married"     
 [477] "Married"      "Divorced"     "Married"      "Divorced"    
 [481] "Divorced"     "Married"      "Married"      "NeverMarried"
 [485] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [489] "Widowed"      "Married"      "Married"      "Separated"   
 [493] "Divorced"     "Married"      "Married"      "Widowed"     
 [497] "Married"      "LivePartner"  "Married"      "Married"     
 [501] "Married"      "Widowed"      "Married"      "Married"     
 [505] "Divorced"     "Divorced"     "Married"      "Married"     
 [509] "Married"      "Married"      "Married"      "Married"     
 [513] "Married"      "Widowed"      "Widowed"      "Married"     
 [517] "Married"      "Married"      "Married"      "Widowed"     
 [521] "Married"      "Married"      "Married"      "Separated"   
 [525] "Separated"    "Separated"    "Married"      "NeverMarried"
 [529] "Married"      "Married"      "Married"      "Married"     
 [533] "Married"      "Married"      "Married"      "Married"     
 [537] "Married"      "Married"      "Married"      "Widowed"     
 [541] "Widowed"      "Married"      "Married"      "LivePartner" 
 [545] "Married"      "Married"      "Married"      "Widowed"     
 [549] "Married"      "Married"      "Married"      "Married"     
 [553] "Married"      "Widowed"      "Married"      "Widowed"     
 [557] "Married"      "Widowed"      "Widowed"      "Married"     
 [561] "Married"      "Married"      "Married"      "Married"     
 [565] "Married"      "Married"      "Widowed"      "Widowed"     
 [569] "Widowed"      "Widowed"      "Married"      "Married"     
 [573] "Married"      "Married"      "Married"      "Married"     
 [577] "Married"      "Widowed"      "Married"      "Married"     
 [581] "Widowed"      "Married"      "NeverMarried" "NeverMarried"
 [585] "NeverMarried" "NeverMarried" "Married"      "Widowed"     
 [589] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [593] "Widowed"      "Married"      "Married"      "Married"     
 [597] "NeverMarried" "Married"      "Married"      "Married"     
 [601] "Married"      "Married"      "Widowed"      "Widowed"     
 [605] "Widowed"      "Widowed"      "Married"      "Married"     
 [609] "Married"      "Married"      "Widowed"      "Married"     
 [613] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [617] "Married"      "Married"      "Married"      "Widowed"     
 [621] "Married"      "Widowed"      "Divorced"     "Widowed"     
 [625] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [629] "Widowed"      "Widowed"      "Married"      "Widowed"     
 [633] "Widowed"      "Married"      "Divorced"     "Divorced"    
 [637] "Married"      "Married"      "Married"      "Married"     
 [641] NA             "Married"      "NeverMarried" "NeverMarried"
 [645] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [649] "Widowed"      "NeverMarried" "NeverMarried" "NeverMarried"
 [653] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [657] "Married"      "Married"      "Married"      "Widowed"     
 [661] "Married"      "Married"      "Married"      "Married"     
 [665] "Married"      "Married"      "Married"      "Married"     
 [669] "Married"      "Married"      "Married"      "Married"     
 [673] "Married"      "Married"      "Married"      "Married"     
 [677] "NeverMarried" "Married"      "Married"      "Widowed"     
 [681] "Married"      "Married"      "Married"      "Widowed"     
 [685] "Married"      "Married"      "Widowed"      "Widowed"     
 [689] "Widowed"      "Widowed"      "Married"      "Married"     
 [693] "Married"      "Widowed"      "Widowed"      "Married"     
 [697] "Married"      "Widowed"      "Married"      "Divorced"    
 [701] "LivePartner"  "LivePartner"  "Widowed"      "Widowed"     
 [705] "Widowed"      "Widowed"      "Married"      "Married"     
 [709] "Widowed"      "Married"      "Married"      "Married"     
 [713] "Married"      "Widowed"      "Married"      "Married"     
 [717] "Married"      "Married"      "Widowed"      "Widowed"     
 [721] "Widowed"      "Widowed"      "Married"      "Divorced"    
 [725] "Widowed"      "Married"      "Married"      "Married"     
 [729] "Married"      "Married"      "Married"      "Married"     
 [733] "Married"      "Married"      "Married"      "Married"     
 [737] "Married"      "Widowed"      "Married"      "Married"     
 [741] "Divorced"     "Widowed"      "Divorced"     "Divorced"    
 [745] "Married"      "Divorced"     "Married"      "Married"     
 [749] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [753] "LivePartner"  "Divorced"     "Widowed"      "Widowed"     
 [757] "LivePartner"  "LivePartner"  "LivePartner"  "LivePartner" 
 [761] "Married"      "Married"      "Widowed"      "Widowed"     
 [765] "Married"      "Married"      "Divorced"     "Divorced"    
 [769] "Widowed"      "Married"      "Widowed"      "Widowed"     
 [773] "Married"      "Married"      "Married"      "Married"     
 [777] "Married"      "Married"      "Married"      "Married"     
 [781] "Married"      "Married"      "Married"      "Married"     
 [785] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [789] "Married"      "Married"      "Married"      "Married"     
 [793] "Married"      "LivePartner"  "Widowed"      "Widowed"     
 [797] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [801] "Divorced"     "Divorced"     "Married"      "Married"     
 [805] "Divorced"     "Divorced"     "Widowed"      "Divorced"    
 [809] "Married"      "Married"      "Married"      "Married"     
 [813] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [817] "Widowed"      "Widowed"      "NeverMarried" "Widowed"     
 [821] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [825] "Widowed"      "NeverMarried" "Married"      "Married"     
 [829] "Widowed"      "Widowed"      "Widowed"      "Married"     
 [833] "Married"      "Married"      "Married"      "LivePartner" 
 [837] "LivePartner"  "LivePartner"  "LivePartner"  "Widowed"     
 [841] "Widowed"      "Married"      "Married"      "Married"     
 [845] "Married"      "Married"      "Married"      "Divorced"    
 [849] "Married"      "Married"      "Widowed"      "Widowed"     
 [853] "Widowed"      "Married"      "Widowed"      "Widowed"     
 [857] "Divorced"     "Divorced"     "Divorced"     "Divorced"    
 [861] "Married"      "Married"      "Widowed"      "Married"     
 [865] "Divorced"     "Widowed"      "Married"      "Divorced"    
 [869] "Divorced"     "Married"      "Widowed"      "Divorced"    
 [873] "Married"      "Married"      "Married"      "Married"     
 [877] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [881] "Married"      "Married"      "Married"      "Married"     
 [885] "Married"      "Married"      "Married"      "Married"     
 [889] "Married"      "Married"      "Widowed"      "Married"     
 [893] "Divorced"     "Divorced"     "Married"      "Married"     
 [897] "Married"      "Widowed"      "LivePartner"  "LivePartner" 
 [901] "Married"      "Married"      "Married"      "Married"     
 [905] "Married"      "Married"      "Widowed"      "Widowed"     
 [909] "Widowed"      "Widowed"      "Married"      "Married"     
 [913] "Married"      "Married"      "Married"      "Married"     
 [917] "Married"      "Married"      "Married"      "Married"     
 [921] "Married"      "Married"      "Married"      "Married"     
 [925] "Widowed"      "Widowed"      "Married"      "Widowed"     
 [929] "Married"      "Married"      "NeverMarried" "Divorced"    
 [933] "Divorced"     "Divorced"     "Married"      "Married"     
 [937] "NeverMarried" "Widowed"      "Widowed"      "Widowed"     
 [941] "Married"      "Married"      "Separated"    "Separated"   
 [945] "Widowed"      "Widowed"      "Divorced"     "Married"     
 [949] "Widowed"      "Widowed"      "Married"      "Married"     
 [953] "Married"      "Married"      "Married"      "Married"     
 [957] "Married"      "Married"      "Married"      "Married"     
 [961] "Married"      "Married"      "Married"      "Married"     
 [965] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
 [969] "Widowed"      "Widowed"      "Married"      "Married"     
 [973] "Married"      "Married"      "Married"      "Married"     
 [977] "Widowed"      "NeverMarried" "NeverMarried" "Married"     
 [981] "Married"      "Married"      "Married"      "Widowed"     
 [985] "Married"      "Widowed"      "Widowed"      "Widowed"     
 [989] "Divorced"     "Separated"    "Married"      "Widowed"     
 [993] "Widowed"      "Divorced"     "Divorced"     "Divorced"    
 [997] "Widowed"      "Married"      "Married"      "Married"     
[1001] "Divorced"     "Divorced"     "Widowed"      "Widowed"     
[1005] "LivePartner"  "Married"      "Married"      "Married"     
[1009] "Married"      "Married"      "Married"      "Married"     
[1013] "Married"      "Divorced"     "Married"      "Married"     
[1017] "Married"      "Married"      "Married"      "Married"     
[1021] "Married"      "Widowed"      "Married"      "Married"     
[1025] "Married"      "Married"      "Married"      "Married"     
[1029] "Married"      "Married"      "Married"      "Married"     
[1033] "Widowed"      "Widowed"      "Married"      "Married"     
[1037] "Married"      "Married"      "Married"      "Married"     
[1041] "Married"      "Married"      "Married"      "LivePartner" 
[1045] "Married"      "Married"      "Married"      "Married"     
[1049] "Married"      "Married"      "Married"      "Married"     
[1053] "Married"      "Married"      "Married"      "Married"     
[1057] "Married"      "Married"      "Married"      "Widowed"     
[1061] "Widowed"      "Widowed"      "Widowed"      "Married"     
[1065] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
[1069] "Married"      "Married"      "Married"      "Widowed"     
[1073] "Married"      "Married"      "Married"      "NeverMarried"
[1077] "Married"      "Married"      "Married"      "Widowed"     
[1081] "Widowed"      "Married"      "Widowed"      "Widowed"     
[1085] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
[1089] "Widowed"      "Widowed"      "Married"      "NeverMarried"
[1093] "Widowed"      "Widowed"      "Widowed"      "Married"     
[1097] "Married"      "Widowed"      "Widowed"      "Married"     
[1101] "Married"      "Married"      "Married"      "LivePartner" 
[1105] NA             "Widowed"      "Married"      "Married"     
[1109] "Married"      "Divorced"     "Widowed"      "Widowed"     
[1113] "Married"      "Married"      "Married"      "Divorced"    
[1117] "Married"      "Married"      "Divorced"     "Divorced"    
[1121] "Divorced"     "Widowed"      "Married"      "Married"     
[1125] "Married"      "NeverMarried" "NeverMarried" "Married"     
[1129] "Married"      "NeverMarried" "Widowed"      "Separated"   
[1133] "Married"      "Divorced"     "Married"      "Married"     
[1137] "Married"      "Married"      "Married"      "Married"     
[1141] "Married"      "Married"      "Married"      "Married"     
[1145] "Married"      "Married"      "Widowed"      "Married"     
[1149] "Divorced"     "Married"      "Married"      "Married"     
[1153] "Married"      "Married"      "Married"      "Married"     
[1157] "Divorced"     "Widowed"      "Married"      "Married"     
[1161] "Married"      "Married"      "Married"      "Married"     
[1165] "Married"      "Married"      "Married"      "Married"     
[1169] "Married"      "Married"      "Married"      "Widowed"     
[1173] "Married"      "Married"      "Widowed"      "Married"     
[1177] "Widowed"      "Widowed"      "Widowed"      "Widowed"     
[1181] "Married"      "Married"      "Married"      "Married"     
[1185] "Married"      "Married"      "Widowed"      "Widowed"     

Data frame indexing

Or we could subset the entire data frame to get a new data frame with only married men:

nhanes_male_children<-nhanes[nhanes$Age<=18 & nhanes$Gender=="male",]
nhanes_male_children[1:10, ] # first ten rows
# A tibble: 10 × 76
      ID SurveyYr Gender   Age AgeDecade AgeMonths Race1 Race3 Education
   <dbl> <chr>    <chr>  <dbl> <chr>         <dbl> <chr> <chr> <chr>    
 1 51625 2009_10  male       4 0-9              49 Other <NA>  <NA>     
 2 51638 2009_10  male       9 0-9             115 White <NA>  <NA>     
 3 51646 2009_10  male       8 0-9             101 White <NA>  <NA>     
 4 51679 2009_10  male      16 10-19           194 Other <NA>  <NA>     
 5 51695 2009_10  male       8 0-9             104 White <NA>  <NA>     
 6 51719 2009_10  male      17 10-19           211 White <NA>  <NA>     
 7 51720 2009_10  male      12 10-19           152 Other <NA>  <NA>     
 8 51720 2009_10  male      12 10-19           152 Other <NA>  <NA>     
 9 51722 2009_10  male      16 10-19           199 White <NA>  <NA>     
10 51722 2009_10  male      16 10-19           199 White <NA>  <NA>     
# ℹ 67 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
#   Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
#   Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
#   BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
#   BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
#   BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>,
#   TotChol <dbl>, UrineVol1 <dbl>, UrineFlow1 <dbl>, UrineVol2 <dbl>, …

Try it out: indexing

  • The is.na() function returns TRUE if an element has an NA value (missing data). Make a new data frame with only observations where the Height variable is not missing (you can use the ! symbol to negate a comparison). Call the new data nhanes_nonmissing

  • Use $ to get a vector with only heights for adults.

  • Use the hist function to plot a histogram of adult heights.

Code
nhanes_non_missing<-nhanes[!is.na(nhanes$Height),]

nhanes_non_missing$Height[nhanes_non_missing$Age>=18]

hist(nhanes_non_missing$Height[nhanes_non_missing$Age>=18])

The Tidyverse

The Tidyverse

In this class, we’ll often use tidyverse packages for a lot of our data manipulation and code.

The tidyverse is a collection of packages with some shared design features and grammar.

The .data argument

In this class, we’ll often use tidyverse commands for data manipulation. Many of these commands will allow us to use a .data argument and then leave out the $ notation:

select(.data=nhanes,PhysActive)
# A tibble: 10,000 × 1
   PhysActive
   <chr>     
 1 No        
 2 No        
 3 No        
 4 <NA>      
 5 No        
 6 <NA>      
 7 <NA>      
 8 Yes       
 9 Yes       
10 Yes       
# ℹ 9,990 more rows

The .data argument

This is convenient when we want to work with multiple columns without typing out the data set name over and over:

select(.data = nhanes, Height, Gender, Age)
# A tibble: 10,000 × 3
   Height Gender   Age
    <dbl> <chr>  <dbl>
 1   165. male      34
 2   165. male      34
 3   165. male      34
 4   105. male       4
 5   168. female    49
 6   133. male       9
 7   131. male       8
 8   167. female    45
 9   167. female    45
10   167. female    45
# ℹ 9,990 more rows

Pipes

You’ll often see R code with the “pipe” operator, which either looks like this |> or %>%.

Pipes are just a convenient way to write R code that has lots of steps.

Pipes

Whatever is on the left hand side of the pipe is inserted as the first argument to whatever is on the right hand side:

"hello"|>print()
[1] "hello"
print("hello")
[1] "hello"

Pipes

Take this command:

select(.data=nhanes, Height)

We can re-write it using a pipe:

nhanes|>
  select(Height)
# A tibble: 10,000 × 1
   Height
    <dbl>
 1   165.
 2   165.
 3   165.
 4   105.
 5   168.
 6   133.
 7   131.
 8   167.
 9   167.
10   167.
# ℹ 9,990 more rows

Pipes

Pipes are especially useful when we have to perform several modifications on a piece of data:

nhanes|>
  filter(Age>=18)|>  # filter performs logical sub-setting
  pluck("Height")|> # pluck takes a single column and returns a vector
  hist()            # hist makes a histogram

Data manipulation with dplyr

Filter and select

You’ve already seen these, but they’re actually dplyr functions. filter performs logical subsetting. While select allows you to select specific columns from a data frame:

# People who sleep less than five hours a night but say they haven't 
# reported sleep issues to a doctor
nhanes|>
  filter(SleepHrsNight < 5)|>
  filter(SleepTrouble == "No")|>
  select(Age, Gender,SleepTrouble)
# A tibble: 173 × 3
     Age Gender SleepTrouble
   <dbl> <chr>  <chr>       
 1    46 male   No          
 2    46 male   No          
 3    55 male   No          
 4    50 female No          
 5    72 male   No          
 6    45 male   No          
 7    45 male   No          
 8    41 male   No          
 9    42 female No          
10    22 male   No          
# ℹ 163 more rows

Filter and select

# Biggest babies:

nhanes|>
  filter(AgeMonths <= 6)|>
  select(AgeMonths, Gender, HeadCirc, Weight)|>
  arrange(-Weight) # sort the data by a variable (descending order)
# A tibble: 88 × 4
   AgeMonths Gender HeadCirc Weight
       <dbl> <chr>     <dbl>  <dbl>
 1         5 female     45.4    9.8
 2         6 male       44.3    9.4
 3         4 male       43.2    9.3
 4         6 male       45      9.3
 5         6 female     44.3    9  
 6         6 female     44.3    9  
 7         5 male       43      8.7
 8         4 female     43.2    8.7
 9         6 female     44      8.6
10         4 female     42.4    8.6
# ℹ 78 more rows

Mutate

Mutate will allow us to add an additional column to an existing data set.

nhanes<-nhanes|>
  # n() is shortcut for counting rows in dplyr functions:
  mutate(total_responses = n()) 

nhanes$total_responses[1:10]
 [1] 10000 10000 10000 10000 10000 10000 10000 10000 10000 10000

Note that we could also do this like:

nhanes$total_responses<-nrow(nhanes) # nrow counts rows in a data frame

nhanes$total_responses[1:10]

… but mutate will do some other things that this approach doesn’t.

Mutate to make a factor variable

Factor variables are a method for handling categorical data in R. Since we’re working with surveys, this will come up quite a bit.

By default, many R functions will alphabetize categorical data, but sometimes that doesn’t make sense:

table(nhanes$HealthGen)

Excellent      Fair      Good      Poor     Vgood 
      878      1010      2956       187      2508 

Mutate to make a factor variable

R factors associate labels with numeric values, so they let us override the default ordering of categories:

# fct_relevel re-orders factors

fct_relevel(nhanes$HealthGen, "Poor", "Fair", "Good", "Vgood", "Excellent")|>
  table()

     Poor      Fair      Good     Vgood Excellent 
      187      1010      2956      2508       878 

Try it out: Mutating to create a factor variable

  • Depressed asks respondents how often they’ve felt symptoms of depression in the last few weeks. Responses are: None, Most, and Several.

  • Use mutate with fct_relevel to make a new variable called Depressed_factor that correctly arranges the Depressed values.

Code
nhanes<-nhanes|>
  mutate(Depressed_factor = fct_relevel(Depressed, "None", "Several", "Most"))

table(nhanes$Depressed_factor)

   None Several    Most 
   5246    1009     418 

Grouping

Most of our survey analyses will require us to do some kind of aggregation, like calculate the percentage of people who said they “agree” with a statement at different age levels.

The group_by function in dplyr gives us an easy way to perform these kinds of aggregations.

Grouping

On its own, group_by doesn’t appear to change anything in our data:

nhanes|>
  group_by(Gender)
# A tibble: 10,000 × 78
      ID SurveyYr Gender   Age AgeDecade AgeMonths Race1 Race3 Education   
   <dbl> <chr>    <chr>  <dbl> <chr>         <dbl> <chr> <chr> <chr>       
 1 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 2 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 3 51624 2009_10  male      34 30-39           409 White <NA>  High School 
 4 51625 2009_10  male       4 0-9              49 Other <NA>  <NA>        
 5 51630 2009_10  female    49 40-49           596 White <NA>  Some College
 6 51638 2009_10  male       9 0-9             115 White <NA>  <NA>        
 7 51646 2009_10  male       8 0-9             101 White <NA>  <NA>        
 8 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
 9 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
10 51647 2009_10  female    45 40-49           541 White <NA>  College Grad
# ℹ 9,990 more rows
# ℹ 69 more variables: MaritalStatus <chr>, HHIncome <chr>, HHIncomeMid <dbl>,
#   Poverty <dbl>, HomeRooms <dbl>, HomeOwn <chr>, Work <chr>, Weight <dbl>,
#   Length <dbl>, HeadCirc <dbl>, Height <dbl>, BMI <dbl>,
#   BMICatUnder20yrs <chr>, BMI_WHO <chr>, Pulse <dbl>, BPSysAve <dbl>,
#   BPDiaAve <dbl>, BPSys1 <dbl>, BPDia1 <dbl>, BPSys2 <dbl>, BPDia2 <dbl>,
#   BPSys3 <dbl>, BPDia3 <dbl>, Testosterone <dbl>, DirectChol <dbl>, …

Grouping and summarizing

Where group_by becomes useful is when we pair it with commands like summarize to calculate one or more summary statistics across levels of a group:

nhanes|>
  group_by(Gender)|>
  # na.rm=TRUE will drop NA values before calculating (otherwise this returns NA)
  summarize(mean_pulse = mean(Pulse, na.rm=T)
            ) 
# A tibble: 2 × 2
  Gender mean_pulse
  <chr>       <dbl>
1 female       75.4
2 male         71.7

Grouping and summarizing

We could use group_by to create a version of the frequency table of depression symptoms we made in the last section:

nhanes|>
  group_by(Depressed_factor)|>
  summarise(n = n())
# A tibble: 4 × 2
  Depressed_factor     n
  <fct>            <int>
1 None              5246
2 Several           1009
3 Most               418
4 <NA>              3327

Grouping and summarizing

But what we probably want here is a proportion, we can get this by adding a mutate step:

nhanes|>
  group_by(Depressed)|>
  summarise(n = n())|>
  mutate(proportion = n /sum(n))
# A tibble: 4 × 3
  Depressed     n proportion
  <chr>     <int>      <dbl>
1 Most        418     0.0418
2 None       5246     0.525 
3 Several    1009     0.101 
4 <NA>       3327     0.333 

Grouping and mutating

Many other dplyr functions will respect the grouping context. For instance, group_by followed by mutate will let us add an aggregate statistic to the original data set:

# Gender, Height, and average height by Gender for each respondent:
nhanes|>
  group_by(Gender)|>
  mutate(mean_height = mean(Height, na.rm=T))|>
  select(Gender, Height, mean_height)
# A tibble: 10,000 × 3
   Gender Height mean_height
   <chr>   <dbl>       <dbl>
 1 male     165.        167.
 2 male     165.        167.
 3 male     165.        167.
 4 male     105.        167.
 5 female   168.        157.
 6 male     133.        167.
 7 male     131.        167.
 8 female   167.        157.
 9 female   167.        157.
10 female   167.        157.
# ℹ 9,990 more rows

Grouping and slicing

Here’s an example of getting the babies with the biggest head circumference by using filter with group_by

nhanes|>
  filter(AgeMonths <= 6)|>
  arrange(AgeMonths)|>
  group_by(AgeMonths)|>
  filter(HeadCirc == max(HeadCirc))|>
  select(Gender, AgeMonths, HeadCirc, Weight)
# A tibble: 7 × 4
  Gender AgeMonths HeadCirc Weight
  <chr>      <dbl>    <dbl>  <dbl>
1 male           0     39.5    5.3
2 male           1     41.4    5.3
3 male           2     43.8    7.5
4 female         3     44.6    7.8
5 female         4     43.8    7.8
6 female         5     45.4    9.8
7 male           6     45      9.3

Grouping and ungrouping

Be careful: group_by will persist even after you use functions like filter or mutate, so be sure to ungroup the data frame when you no longer need to aggregate over a group!

nhanes|>
  filter(AgeMonths <= 6)|>
  arrange(AgeMonths)|>
  group_by(AgeMonths)|>
  summarize(mean_HeadCirc = mean(HeadCirc, na.rm=T))
# A tibble: 7 × 2
  AgeMonths mean_HeadCirc
      <dbl>         <dbl>
1         0          37.8
2         1          39.6
3         2          40.7
4         3          41.9
5         4          42.0
6         5          43.0
7         6          43.8
nhanes|>
  filter(AgeMonths <= 6)|>
  arrange(AgeMonths)|>
  group_by(AgeMonths)|>
  ungroup() |> # UNgrouping
  summarize(mean_HeadCirc = mean(HeadCirc, na.rm=T))
# A tibble: 1 × 1
  mean_HeadCirc
          <dbl>
1          41.2

Try it out: grouping and summarizing

  • Calculate the median PhysActiveDays (Physically active days per week) for men compared to women.

  • Calculate the proportion of respondents who said they had smoked at least 100 cigarettes in their lifetime (Smoke100)

  • Re-calculate the answer from the previous step, but use filter first to remove people who have an NA value before you calculate the proportions.

Code
nhanes|>
  group_by(Gender)|>
  summarise(mean_active = median(PhysActiveDays, na.rm=T))

nhanes|>
  group_by(Smoke100)|>
  summarise(n = n())|>
  mutate(proportion = n/sum(n))

nhanes|>
  filter(!is.na(Smoke100))|>
  group_by(Smoke100)|>
  summarise(n = n())|>
  mutate(proportion = n/sum(n))

Making a formatted table

It’s rarely a good idea to show un-formatted R output in a finished product like a report or presentation (unless your goal is teaching people R)

Fortunately there are a whole bunch of add-on packages that can format output for us.

We’ll primarily use gt and gtsummary, mostly because they work well with other packages in this class.

library(gt)
library(gtsummary)

Making a formatted table with gt

gt() is all we need to get formatted output:

nhanes|>
  group_by(Depressed_factor)|>
  summarise(n = n())|>
  mutate(proportion = n /sum(n))|>
  gt()
Depressed_factor n proportion
None 5246 0.5246
Several 1009 0.1009
Most 418 0.0418
NA 3327 0.3327

Making a formatted table with gt

But we’ll usually want to do some additional formatting.

nhanes|>
  group_by(Depressed_factor)|>
  summarise(n = n())|>
  mutate(proportion = n /sum(n))|>
  gt()|>
  fmt_integer(n)|>
  fmt_percent(proportion)
Depressed_factor n proportion
None 5,246 52.46%
Several 1,009 10.09%
Most 418 4.18%
NA 3,327 33.27%

Making a formatted table with gt

But we’ll usually want to do some additional formatting.

nhanes|>
  group_by(Depressed_factor)|>
  summarise(n = n())|>
  mutate(proportion = n /sum(n))|>
  gt()|>
  fmt_integer(n)|>
  fmt_percent(proportion, decimals=1)|>
  cols_label(
    proportion = "Percent",
    n = "N", 
    Depressed_factor =  "Days felt depressed"
             )
Days felt depressed N Percent
None 5,246 52.5%
Several 1,009 10.1%
Most 418 4.2%
NA 3,327 33.3%

Making a formatted table with gt

But we’ll usually want to do some additional formatting.

nhanes|>
  group_by(Depressed_factor)|>
  summarise(n = n())|>
  mutate(proportion = n /sum(n))|>
  gt()|>
  fmt_integer(n)|>
  fmt_percent(proportion, decimals=1)|>
  cols_label(
    proportion = "Percent", 
    n = "N", 
    Depressed_factor = "Days felt depressed"
             )|>
  sub_missing(missing_text = "Missing")
Days felt depressed N Percent
None 5,246 52.5%
Several 1,009 10.1%
Most 418 4.2%
Missing 3,327 33.3%

Making a formatted table with gtsummary

The gtsummary library is a wrapper around gt that will do some aggregating and automatic formatting for us. It’s somewhat inflexible, which I why you still need to learn some dplyr, but it works great here with a lot less code:

nhanes|>
  select(Depressed_factor)|>
  tbl_summary() 
Characteristic N = 10,0001
Depressed_factor
    None 5,246 (79%)
    Several 1,009 (15%)
    Most 418 (6.3%)
    Unknown 3,327
1 n (%)

Making a formatted table with gtsummary

The gtsummary library is a wrapper around gt that will do some aggregating and automatic formatting for us. It’s somewhat inflexible, which I why you still need to learn some dplyr, but it works great here with a lot less code:

nhanes|>
  select(Depressed_factor)|>
  tbl_summary(
    label  = list(
      Depressed_factor ~ "Days felt depressed"
      )
    ) 
Characteristic N = 10,0001
Days felt depressed
    None 5,246 (79%)
    Several 1,009 (15%)
    Most 418 (6.3%)
    Unknown 3,327
1 n (%)